{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to atomman: Dislocation analysis tools\n",
    "\n",
    "__Lucas M. Hale__, [lucas.hale@nist.gov](mailto:lucas.hale@nist.gov?Subject=ipr-demo), _Materials Science and Engineering Division, NIST_.\n",
    "    \n",
    "[Disclaimers](http://www.nist.gov/public_affairs/disclaimer.cfm) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Introduction <a id='section1'></a>\n",
    "\n",
    "This Notebook describes the analysis tools contained in atomman.defect for finding and characterizing dislocations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Library Imports**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "atomman version = 1.4.0\n",
      "Notebook executed on 2021-08-05\n"
     ]
    }
   ],
   "source": [
    "# Standard Python libraries\n",
    "from copy import deepcopy\n",
    "import datetime\n",
    "\n",
    "# http://www.numpy.org/\n",
    "import numpy as np\n",
    "\n",
    "# https://matplotlib.org/\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# https://github.com/usnistgov/atomman\n",
    "import atomman as am\n",
    "import atomman.unitconvert as uc\n",
    "\n",
    "# Show atomman version\n",
    "print('atomman version =', am.__version__)\n",
    "\n",
    "# Show date of Notebook execution\n",
    "print('Notebook executed on', datetime.date.today())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1. Load atomic systems\n",
    "\n",
    "A system containing a single Al $\\frac{a}{2}$<111> edge dislocation was created by\n",
    "\n",
    "1. Using the Dislocation class to solve the elasticity solution for the dislocation.\n",
    "2. Generating a dislocation monopole and base reference system using Dislocation's monopole method.\n",
    "3. Performing a short low temerature anneal and energy minimization to relax the atomic configuration.  During relaxation, the system is kept periodic along the dislocation line, but is non-periodic in the other two directions.  Atoms at the edge of the non-periodic directions are held fixed.\n",
    "\n",
    "All atomic dislocation analysis tools identify and characterize the presence of defects in an atomic system by comparing the local atomic environment around every atom to a reference state. Some of the tools in atomman do this by directly mapping each atom in the defect system to a corresponding defect-free base system. Using the [Dislocation class](4.4._Dislocation_solution_and_generator.html) allows for the appropriate base system to be constructed along with the unrelaxed dislocation configuration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_system = am.load('atom_dump', 'files/fcc_Al_base.dump')\n",
    "disl_system = am.load('atom_dump', 'files/fcc_Al_disl.dump')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dislocation system is oriented with the line direction parallel to the x-axis and the slip plane perpendicular to the z-axis.  As such, the Burgers vector of the full edge dislocation is entirely in the y direction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.        , 2.86378246, 0.        ])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alat = uc.set_in_units(4.05, 'Å')\n",
    "burgers = np.array([0.0, alat / 2**0.5, 0.0])\n",
    "burgers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot original positions of atoms in system\n",
    "fig = plt.figure(figsize=(6,6))\n",
    "plt.plot(base_system.atoms.pos[:, 1], base_system.atoms.pos[:, 2], 'o')\n",
    "plt.xlim([-25, 25])\n",
    "plt.ylim([-25, 25])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot positions of atoms in dislocation system\n",
    "fig = plt.figure(figsize=(6,6))\n",
    "plt.plot(disl_system.atoms.pos[:, 1], disl_system.atoms.pos[:, 2], 'o')\n",
    "plt.xlim([-25, 25])\n",
    "plt.ylim([-25, 25])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Slip vector <a id='section2'></a>\n",
    "\n",
    "The slip vector is useful for characterizing the path that dislocations have moved between a current state and a reference state.  It characterizes how much crystal slip happens between every atom and their nearest neighbors.  The burgers vector of any moving dislocation can be estimated by looking at the magnitude and direction of the slip vector of any atoms that the dislocation passed by. The slip vector was originally outlined in [Zimmerman, et. al, Phys Rev Lett 87, 165507 ](http://dx.doi.org/10.1103/PhysRevLett.87.165507).\n",
    "\n",
    "$$ S_{i \\alpha} = -\\sum_{\\beta=1}^{n_{\\alpha}} {\\left( x_{i \\alpha \\beta} - X_{i \\alpha \\beta} \\right)} $$\n",
    "\n",
    "where $n_{\\alpha}$ is the number of nearest neighbor atoms $\\beta$ of atom $\\alpha$, $x_{i \\alpha \\beta}$ is the vector difference between atoms $\\alpha$ and $\\beta$ in the current configuration, and $X_{i \\alpha \\beta}$ is the vector difference between atoms $\\alpha$ and $\\beta$ in the reference configuration.  \n",
    "\n",
    "**Note 1**: To be general with any crystal and dislocation, the slip vector computed here is *not* scaled by the number of slipped neighbors like it is in the original formulation. This means that the value of the slip vector returned will be a multiple of the Burgers vector that caused the slip.  To estimate the Burgers vector of a dislocation that moved along a slip plane, the slip vector value needs to be divided by the total number of neighbor atoms that are across the slip plane.\n",
    "\n",
    "**Note 2**: The reference system does not need to be of a perfect crystal and can simply be an earlier state.  With this choice, the slip vector will reveal the slip deformation that occurred between the two states of the system.  This can be useful for identifying how dislocations move in highly deformed/defective systems."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1. slip_vector()\n",
    "\n",
    "Parameters\n",
    "    \n",
    "- **system_0** (*atomman.system*) The base/reference system to use.\n",
    "- **system_1** (*atomman.system*) The defect/current system to use.\n",
    "- **neighbors** (*atomman.NeighborList, optional*) The neighbor list associated with system_0 to use.  Either neighbors or cutoff must be given, or system_0 must have a neighbors attribute.\n",
    "- **cutoff** (*float, optional*) Cutoff distance for computing a neighbor list for system_0.  Either neighbors or cutoff must be given, or system_0 have a neighbors attribute.\n",
    "    \n",
    "Returns\n",
    "    \n",
    "- (*numpy.ndarray*) The computed slip vectors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make reference system's pbc match defect system's pbc\n",
    "# This avoids free surfaces having large slip vectors\n",
    "base_system.pbc = (True, False, False)\n",
    "\n",
    "# Build the neighbor list using the reference system\n",
    "neighbors0 = base_system.neighborlist(cutoff=0.9*alat)\n",
    "\n",
    "# Compute the slip vector for all atoms\n",
    "slip = am.defect.slip_vector(base_system, disl_system, neighbors=neighbors0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the reference system is the defect free system used to construct the dislocation system, the slip vector computed here shows the dislocation slip needed to insert the dislocation into the system.  Note that the slip vector values on the two sides of the plane are equal but opposite."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/lXH9QoV+7pcZzyomZrkVVliVkf9hhvtLP8+IuFCo0M/8QnWv5x8IrLDKZFMy7mmIodZYl/H+8+TZ4CcZPjMssjjjPmGAgf2ec46crO9pmun9yknPTvm9CQRZ9TRbW5ytzSa739j3Otc67lpkqyPZyv3XP9/trZ3fevO3G8ns2tmp/7L3771nt4SEKtV+4hFtWr3sJQ3qFSt2j7XGGe8FzznhuBxx8y2wwko77bDLDp0SJptinXt96ZLXvKrOFUMMda/7FCmy2UbHHFOq1D3WGGqYIz620w4BFlpsksmaNNlsk0YNJptsjrlgnz1OOmmQwZZYKi7uggv22C1fviWWKlQkIWG3d7VqMVtt6GCcdMIXvjDGWMMMA82aHfGxChWhc5KUdMJJXRLGGx8W6Hr1vnTZCMNDIUhIOO+CKpUZlalBQzpsRmlo69CpXVuGrTvMQbsC+RkVp0OnmCCjMibTv74VtENnGFapty3epxHqDruRyhCxhIQWLUqUhMcmJV1Rp0SJgl5O9SWXBGIZgwRXXFGn3nDDwzw0afKZL9QYHApuhw4fOaRQoQkmhrtbHnTAVc1mmhU6dx877AufG2OsccaDz51ywAFlyi2ySK48l33pbW9L6rLQYjVqNGv2lk3q1RtvvHkW6JKw1RannFSl2t3WKFHiPe/aZ59ccUssN8UUhx221WatWk02xWr3uOiiV73ksssGGGi9+5Qo9bxnfeFzefIsscxc87zsRYcclJIyzngbPOw9u71tu04dylV40EPGBuO+0SYco4Mg9R+vM80vvuYmRhFfnzm1c1L/du+/c8RRKSkjDPeExxz2sc22aNOmWrUNHpQvz3NecMEFRYrdY7Wppnjdmz50UI4c8821zFJHHLXZFq1aTTTBGvfo0O4Vr7nggsEGu9dapUq96z0HHVSkyCorDVHjrHO22S4hYYF5xhuvQ6fttrvkS+ONN9ssMTHHHPORj1WrttB8cXFXXbXbHjliFpivQIGkpI8cVq/eNFNVph2eL112wgnDDVOTdk4SEj5xTInijEG6Cy5o0WqkEaHOtGnzpcsGGRhqUlJSnTqFihT1CUHYE8Kwhx7tLOrj6GbTvq/C83wdPe0OLdY7fbs2OeIZx3bo0KkzowPQqUOjxjA0T891LjivWEmGU3vOWZ06DOv1TC656IKLRhsdnrdRo08cNchAI4wKr73fPjli7jRHXFxS0j571Ks3wyyD0wOaBx1w0kk1hpijVkzMKSftsUehAsutUKrUJRdttUWHDnPUmmSyq67a6A1f+tJww9MDqmy2yTGfKEm35TWG2GWHPemlf3PNtdBihx32lk1aNBtplPs8oEGDlzzvsstKlVrrXkMM9axnfOaUHDlmm2O1u73sJQd9KClpiCEe8bjqoPp70c5IN78b7qy9M/Wv9v61s86KiZlimgc86C2b7LNXly4jjLDBI84773WvaNSkWpX7PKhSpZe96JRTihRaYZVppttlpz3eQ8pstZZY6rxz3vS6Rk3GGWe1e8BbNvvCZ6pVuzutp0cdsdceuXItt8JggzVpss1WrVrMUWuMsZKS3rffaaeNMspMs9CtcR/6QJlyc9SGO7C/b5+ELrPNDjuln/vcRReMNyEcJG3R4oQTBhtkYHrgMynptNPicgzp1dlr0qRJozvUhNqRkFCnToXyjMHEq67KFc/oECckwpCyvenQ0a+Tm5AQS/962+ivpz0hYXvTE8ar97GtWgRiGZ3VNm2aNatUGV6rQ4cvXVKpUmGvsHif+1yhwlDj4Aufu+qq8SaE17rggs99ZpTRBuqOEtagwUEfqlBhiqliYtq12W23hE7zLFCiRELCe3a77EuTTDI+3an/wH6f+ESVasstlyvPcZ/a7V05YpZaboihLrhgs42aNZtqmgUWuuqq173qvPMGG2ytexUqtMmbPnZYoUJ3WWWKKd623W7v6pIwzQxrrHXExzZ6Q7Nmgwxyv4ckdXnBcy75UoF8d1lpmun+4HdOOSUQmGCiDR5WGBRG2pmFm6pjXltbm9q7d+8PnY2IiB8dQRB8I+EaEwSpv7vONH9xi4nkrUCknRERPwzfl3ZGuvndEGlnRMQPQ6Sd2YnWmH9Lso3eNWoUF8/4mnLFFS1aDDEk44v3WWcNMyz8ctGixccOK1cefp3tPcp5p9nhV6MDDrrooskmhl+DPnXcYR8bYIB56VHSSy7Z6V0xgaWWqFChRauttmnUaKYZJpskKWmHXT7zmTsMtswyeXIdddQe++QrsNJy1apddtlbtmrTZo7ZppisQ4cttjnvvOGGWZaeRXDAhz50UIliq6xUpsxFl2yzXZcuiywwwggdOm2zzZcum2iC2em9XQ772GFHVKu01BJxcfXq0/cUs8QiJUokJe2xT716s8wIRy9PO+2ETw0zPJyK2a7NIYcUKw6/mNM9ctyqxVjjwlHOZs0uu2SwO8IR3aSkevWKFfUb+eX6pvncynwXGxhF/DhISPT7wtGgQaGijJkxF9Kxe3t/jbjggsuuGGNMeOxllx13wlBDDU1PDW/W7H0fKFBolhnhV6Pd3tOixRyzVamSlPSBA75w2lijTUtPxTzuhA8cUKrUMksVyHfZZdu9LSFpsYWGqNGm3RZbXHbFBOPVmgPes8cxn6pUaaUVihQ66ZSddgnELLfUUEM0avSWzZo0mWaaO82WkLDTDp/7zGCDLbdCnjyfOmafPfLkW26FKlXpL2ndMxtqzTXaGElJ79ntrDNGGuVOs8XEnHbaB95XptTC9Gyf7i8070pIhF9o4KgjLjhvosnh869X75ijBqsJ252kpOOOicvNmEZap85VTWoMCd91QkKDBuXKM95/trb0dibSzohvQraZNQkJjRqVKcuYGXPGaSVKw1lFcMopndqN7TX78gufO++88SaEy2IuueSIjw000CST0a2n79ktR8w8CxQokJCwy04NGsw003Aj0v7pB046ocYQ8y3ImBlTkNauMmXq1dvqrbQvOdd443XqsM3WtC85wuK033fA+w46qFixlVYrV+6cs7bbpkuXhRYZbYxWLbba4rLLxhlnngVgv32O+USFCiusUqDAOefs8o5AzDLLVRugQ4e3bdeo3nQzQ1/8sMOOO2aIoaGe1qmzz16FCswzX668dHuyX4tWs9wZ6uk5Z51Oz5KtTi8nbdfmuBMqVajptaTpgguSkuHsr55jm7WoUJGhk5065PSZVXU7c7tr5033xfz5vc97w2saNRpttDXWatfhFS8547Qy5dZaZ4ihXvWKj30kR4655lvuLtts8a5dEhJGGGmDh5103BteD6dI32u9EmWe9Qd16uTIMdOdVljpN/7ZWWfAQAM94SkbveGoI1JScuVaa50Gjd6xXVISjDPebHM85486daJ7TdEGD3vWM1q04Kv1KoccdDHtcEKNIQYY4KAPQ1uuXIsssc2WzOdknn0OhJ1AqFQpJaVefWiLiRlrrGOOZaSfZKIjjmbYKpRr0qQrfT89DDTAJV9m2MYa47gTGbYqleo1hM+D7vUyRYo0aco4dozRTjiZYRtumNPOSPXamC1fvjy5mlwNbYHAJBN97EhG+jvNciA9xbD3OVs0qlcX2ooUmWKqvWF0g+58rrHWRm+G7w6WW+GoI847F9ommmiIYbZ6K8zrAAPd535/8LTmdF6LFXvSU7ba4tP088+TZ737deiw0Rs6dMiRY6FF7jTH037roovhmvWHPeo1r/rQB+mpk0M94jFnnPGGV9PTrKrc70EVKrzoead9oUChVVaZbqZtttqv+2vAbLWWu8vnPrPRm65qMs5491ij4BtOKRoXBKn//TrTPHyLjV7eCtTW1qb+ae9/t9U2nTpMN91dljnrnFe8pl69Gne433o5cjzvRV84rVCh1VaaYooXvewjHwkEppnqAffZapud3tWp00ADPWyDCy56zetatcqTZ4W7jDTC7z2tXoNAYLRRHrbBP/utc+n6U6LY4x61w65Qf2ICCy2UJ89W28I6NchAd1nuWc9nDHY9YL3XbQz1FGaZ6bwLzjsf2kqVGm+8/faHtkBgsYV22JWhM+ONc8pnGXW/UKFixb7so30TTXS0j3aONMLnvsg4Z548MYE27RnHDjXUmXT70sNow33uVIatWIlWLRl6FggMNNBFFzOOnWCCT3ySYRtssMsuZ7QRefJUqMxodwKB2ebYJ/OL4Sx3OuwjHTpC2yCDFSr0Wa+8FqbXmG+2Obz/HDnu86BN3gz1MBBYarlLLvjYx2H68SaYboaXvBA+/4EGedwTnva78F5LlXrCT33oQ3u9p0uXfAXWWadYqRc976omcXELLLTIEs942iknw6mTD3vELrvs9I4OHYYZboOHXdXkZS+54rJKle51vzvc4XWv+cRR+fLdZYWZZvnAfju8kx4kv9MSy+QEOd+Ldka6+d1QW1ub+q97/y/77BeTY4lFZrvTIQe9ZbM2bSaYYK17XXTRK+myUqXKevcpU+F5f/SFL8TlWmSxxZZ41jOO+FhKykgjPeoJu+y0yw4JCSVK3O9B7dq84hVtWsXkmG22OWr9xq81aUS3j/G4Jzzj6XCgMleu9e5zxMeO9PKHJpqoxlDbbAnrZLFid1vjJS/oSm82GQistNouOzL0dKhhSGXoVK4800z3vn0Zz26OOfbbn6F9gwxWp05nL+3IkWOQwc45m5F+gok+6aOn1Qaoc6WfL1moyNU+vuRIozL0iG5fuu91cuWKi2vV+mfTjzfBsT56WqVai2Zt2kJbXK4xxvTL/yJL7LIj45lMN9NnTmpMv0+6n9MQQ33Qq40qVGiNdV7xUqiHOXI8ZIO3vR1qd3dbthTs9E74rMabYKmlnvZ7V9PaO9hgT/lZuPQ3JaVMucc85oyz3rJJhw4FCqyxVo2hnvOMiy6KyzXffCus8rKXfJReFjnRJA/a4KiPbbYp/dFxqAc8BF72onPOKVfuXvcaYpht3nbAh3LlWmapmaZ/4y/mt7t23lQd8+G1w1K/2PvzfvYgvT95b3q+fPQmV16GGFwr7e1Al8AtvHff90ag65Z9StnK7rXKczZ7nnwdfToGRYoyGmG6hf8/BX/3jYRrfBCk/s/rTPPALSaStwLDa4enfrb3Fxm2fHna++jhtcimpzlyQicu4rsiKSYVhW+8wWTTw+spz9mOLVHar2NQpMj/HPyH70U7I938bhhaOyz1V3t/mWErU6S5z7u+Vvn5tmUtIuJmp2cPpj9ny1YXkshTpL2PL1qpwr8L/m2knVm4qWYDXEvIsnVE+jqR6Ncpv1baW53uONy3453deLrDzSX/7HE3I9ne8LXeejZ73045+nXKuXa9+7rcVCLyIyWR5R1+3U55d/r+eho5lhG3Ktn08HrKc7Zj+3bKya6n10OknT88fTsXJF3V1G+w7Hr800g7I24n+teR7LZr+ad9O+VQ12t27zfhdtbO2/neblt6GoyoYx7xQ9MTtiIiIiIi4usTaWdERMTtTuo7mLN6u2tn1DG/BUkhGU1+/JpEwxffJbf7JhwRERER3wWRdkZERPw46J7ne6O43bXzVl1+e8sQfMvCmNsnBmO3LXuRzHat4l47w/fQs+tm5jmzjz+VpneT7E2NO7IcV9rv+rE+cSF7GJSOidmbntiZvQkEWXeZ7Bsn+Fq2mJggS8c82zlz5PSzRfx5ekYur+dfRMT3QU6Wel6YRY+uVfezRVao6rW7cQ+9Y4H3EAiyph+guo8lZnCvXXd76BvPt4eSLHo8IB0PtzfZdJfs91qUpY3oG/v3evm27d6PgevVzoiIb0M2v+d66mk2TcimM9fS08IsPtrALNpVpFjfTty1fMk7sviiVar62WJiWfU4m99ZmUXjc67hc2fzm7Pl83p2S7/dtDOQdCM75dz+2nlTDTrkyeu3eUCJEjniGnqtR4iLm2qaAz7olTqw3HLveDtjfc+dZjvttEu9drKtMcRYY+3wTnitEiUe8JBnPRPuvJgrzyMesSMdsobuCrbSajliNtskIZHexXiGJZb6vd+64rJAYJhhnvSU17zqsI8kJVUb4BGPuuRiuFN8sWLrrDfEUM/5ozNOy5VrocWWWW6zjfbZKylliqnWW++Uz73uTY0aDTfM/dbLlesVrznlM9eQ3BEAACAASURBVGXKrHOPEUZ412577BMTs9hCs93ptNM22qRJs0kmWukuCQlv2Oi00wYZZK17FCu2z377vS9fvpVWGGG4087YYqtWre40yxyztWnzpk3Ou2CYoVZbJU+uHXb5yGElit1tlcEGO+qY7elwafPMM9ssl1zyujfVqTPaKHe7W1LSmzY64YQy5dZZo8YdtnvHPvsFAgvMt8gChxyyyVtatBpjtPutV6/OS1502ZfKlLvXeoMM9pw/+swpOeLmmhvuOnnQAV26DDPcIx7zoQO226pTp0KF1lkvT54XPa9Zs5iYqaZZ5i6/8f+pS+8AX6nSE37qJS867Qt0N1h3W+Ocsxlld6RRJpviDa9LpdftFCiwznovezFjt+illvvA/oyd7rvDuOWHZbSnjswwK9yRvYfpZjiU3lmzh2wN2dfldh+5vFXI1uEcYbhzzmeUn1IlKlT4wunQFhe30ELveDssFYHAaiu9Y2fGTrYzzdCixTGfhrYhasw118teCbW3VKknPeYPng3rRL58j9jgsCM+cEBKSo4cK60wwAAveFGLFjEx00211hq/9bQv0vVnpBF+6gk77bLLbp06DVDtYT/RqdMLXlSnXrFia9xjovFe8JJPHEvf43x3WW63Pd5O78w9xWRrrdGg3ste9aXLatzhPvcqUWqTzY44qliRu602xmiHHPaOd3TpMleteea64kpau+qNNdpKK8TEbLHVcSdUqLDG3SpVOuxwGOpxmaXGGeuSSzbbqEmTyaZYZLFOHTbb5LTTBhrobmsUKbLXHu/bL0++FVYYZbQTjttiszbtZphpsSXq1Hndqy65pEaNddbLl+dNb/jEUUWKrHS38cZ7x9v22C0paYZZVlntE0e8md5Z/Q41HvCQTh1e8JxLLilUaKXVJpmcsQP6JJM96CGveNnBdKSMSlUe9ohTTtnqLZ06xcUtc5caNZ71TFjOhhnuAQ/5tf+uQQO69fAnHrHNlnC36ECg1tx0ONGvdjauUmWe+Wk9/Wqn+HvcY6NNEr3qw2RTnfZFuPs13b5AleoMPQ0EZpjZx+eQERrueom08+Ygv1+HM2a66T5Ka1QPI4xQpy6j7S1RYrQxGdF04uJWu9tGb2bsgL7a3fbb57LL4bHTzVSk0Ht2h9eqMcQqq/3RH8I6UabMU37mZS/6wuforhMPediXLtqW9lHici13l3HGecbTrrgiJmaa6e73oOc9G+4UP8IIj3jcMUdttlmrFgMM8IANChV4wfPOOatIkdXuNtlUb9nkgA8EYmrNtcxyxx2zySYtmo0zwRprder0mlecddYAA6xzr0pVdtnhgA/kpSMdjDM+1IR27WaaZZ75WrXa6A0XXTDUcKuslifPLjsd9pFSJVa520CDnHDcO96W0GmehaaZpl69jd5U54rRRrvLCrDFW044oVy5e6xRbYB99tpjt0DMYktMM90pp8KoEhNMtMrdmjV71cvOOatKtXXWq1btDa857LBcuZZYap753rbdu3bq1Gmc8e73gJNOeN1rrrqqQqX73K9QoWc945JLcuWab4HFlvit3/jcZ1JShhnuMU/YbKMPHZCUVKTIfR5Qr95bvfohM8w0zTTPeEZ7uh9TodLDHvUHvwt3hc+RY617fWB/xu77Y4xVqTIjSkehQksss8mbGfVhiaVhBKwehhqmQX24I3x3/co1xMh+kZimmJS9Qn4NbnftvKl2Za+trU29u/ddO+1w2ZcmmxLGTzzhuKOOGGywWen4gS1a7LNXnjxz0jG76Y692qjRNNMUpr8G1KlzxhnDDQ9HyRISzjqtVHnGKNlVVyUlM76EJCV1SWT9gh0R8afIVnZ64o6WKgntSUlnnVWoIIxxSXds9e5Gb3xYxs847awzGfEwL/vSIYdUqzbFVDExzZq9a5cA8y1UrFinDjvsUK/edNONNe4bh62YEgSpf77ONHNusR0ybwVqa2tT2/dut93b2rSZZ54hatLxZA8655zxxhqfjsd6ySWHfGSAAaaaIiYmIeFDhwQC000Ny9pZ51xRZ5wx4deANm3OO2+ggYoVh/moUydffsZX2N7hziIirodsZadDhyZNKlWGX6I6dTjnrErVSpXi2rHVjzmmXp2ppoXl9JRTTjlplFFGGQ0uuWi//UqUmG+BuLirrnrHdp06LbDQQIO+N+2MdPO7oba2NvXa3tfs9K64uKUWK1MmIWG3dzVpcqfZBhsMTjnpZLqs9JSrFi0+clCZChNNDM990gkdOo01NizDTZpcdtkQQ8Kv0ElJdeqUKs34Mh1pZ8Q3JSEhlv710KpFu46MWbMtWlx00R3uCNv3dm1OpAeUe2KrJyTSHxi7TDMjLJOHHXLJl6aYGs6AOO5TxxxT4w7TzRQTc8EF73pPvjxLLVGsONLOa3DTdcz37t375w+MiIi4oXxTgZwaBKnfXmeambeYSN4KRNoZEfHD8H1pZ6Sb3w2RdkZE/DBE2pmdm3IYLimpU0fGOrukpHr1ihVl2M85JyYWjmZ2286qU2+cceHo4yUXnXTScMPDEaAGDQ54X5Fis9wpLq5Nm53e0aHTPPNVqZKQ8I63XXLJBBPMNEtS0nvedcynKlVYabUiRQ464D3vicmx1FLjjHfSCZts1KLFZJOttNpll73qZZdcVG2Ae92nTJmXvOCE4/LkWWKZeeZ7zas+sF9S0jjjPWSD933oLVu0a1eh3IMekJLynBc0akxP3Vxgvrl+7bfOOQ+GGeopT3rJKw6npzQVK7bBg+nplFvCkbZ55ppmqt/5vauawRBDPOlxv/V7Z51F9xrFxzzisI/ttU9SUo4cSy1W4w7PeTFcHjDGaA95wK/9zgUX0D3t+ylP2GW3930gKalAvvXWyxP3opc1a5Ejx3zzLLXYb/zOmfT1xxjtSU/Yaqvd9khIGGSQxzysSaNXvKRBgxKl7rXeCCO95AXHfSpPnkWWWGSx3d61yw4JCdNMt9o9Lrvsda+qV2e4EdZYJ1++bbY67lPlyq12j2rVTjphl51iYpZaZqhhWrXYZpurmsx0Z/jF8pBDTjlphBFmmAnq1fvA+0qVujM9KyQp6bCPdGg33Yzw6/oll1xywShjwq8+nTqccVZ1r69GPeU8R07G+tSEhC6Ja65l/brc7rtj3mokJCQl+311adCgXHk4yt09W+icUiUZs4VOOKlTwnhjw5H2U0654JJJJoSzjc4466ijatSYnJ6SdsUVu70nV54lFilQoFmzrbZr0arWbKON0qHDFtucd94wwyy3FOyw08eOKlVitZUGG2y/9+2wS0rKPLUWmO+YT71ho6uajDTS/dZr1ux5L7nggjKl1lljuOGe9bxPHZcjZrbZ1rjb696w135dugxR4zGPOOZTG23Wrl2hQmvco1qVP/ijBg3pJSuTrbPOr/0m1J5q1Z7yhO3eccCHUlLy5FprLXjN6zp1CgSmmGy5ZX7tNxrSUwqrVfkLP/WKl5x0At1T/u/3oCuu2GaLLl1iYuaoNdNMv/e7cDrt0PRyqWc87TOnpKSUKfe4Jxx33Nu26dQpX757rDFYjWf9QZ06OXLMNsdq93jOHx3ziZSU0cZ4xGM+ctAWb2nTZpDBHrRBTMxLXnDBeSVKrbHWOONttslBB8TFLbDIAgsdc8wWm7VqNdVUd1mpXbuN3nTBeUMNtcpqhYq8b79DDilRbKXVypW74oq3bZfUZZElBhssIWGv91x2xVRTw6/bZ5z2iaOGGGpiujy2a3PIIYUKTErPCoEvfK65zwykZs0uuZTx1ajnK2ax4ox1oz1hWb/t7LlIO28usn2dbtOuRbMKFWH5adfmgvOqe80WSkg47lOFiowwAt3l54gjWrWYZlrY1h511FlnjDfBMMPA50455JBKVeaaJy7ukot22CEQWGKpatUaNXrLJk2ummqKWWbr0GGTjc46Y5BB7rZGvnzbbXXIIQUKrLDCeBPtsdtOO3TqDH2c4457w2uaNBpksAc8BJ73rAvOy1dgubvMcqc/+oNPHRMIjDfBQzbY4i177dUloUKlDR72pUve9Lo2bXLlWmyJiSb5vd+qVy8QGGGkxzzud34bTs8vUeJRjzvsI3u818uXXGaQwV7wXBh6a6RRHvSQX/tnl32J7in/T3jKTu/4yCEpKbly3W2NuLjXvapDR7j89C53+a3f+NIlUKPGT/2lN73hIwfDmbM/8YhGDV73mlat8uVbYZWJJvmjPzjjtBw5ZrnTOutt8qb99unSZYyxHvITZ532Wvo5DzTQ/R5UptwrXnLKSSVKrHKPien39J7dCMy3QK25Lrlos40aNZloksWWgLdt94XPDTLYCivkK3DKKfvsUajQMncpUaJNm112aNdurnnhTMujjqTL48SwPDZo8IkjBhgYzgrpmYGUI26U0WF96FneMcSQDP+iXoMyZfJ6qVybdnE533oGyO2unTfVF/PptdNT/9Pef+cTRyG9fnihXHneti1c3zDQIEst94LndPUS0/Ue8Ga64vQwW63PfRZWPLo3fBhqqMMOh7ZAYI659novI09jjXPSiYyYfYUKdenS0SdOcLXqjPVD3bYBoWj0EJebsc6th56OWG9y5WasEe05rlNKtHffV/Tdm6CHmK5+205ke84FCrX1KjeQJ79fLPBAIEdOv7jPgw0OBxp6GGWUU05l2KpUa9EcDlTQ7YgPN8KnjmVcZ6ll3rY9476WWuaAD8K1QjDBRPkKHHQg4zorrPCC58O8Fir0uCe97KWwPsTF3e9Bs4M532hEcXoQpJ69zjQTbrHRy1uBmbUzU7/c+ysXe73X9e51xFFH03oKE01U4w7bepWr7r0f7vail/qsiVzpbTsyyupII7RocamXpuXJM8ZoR3pdB6ab5qBDGbaBBrrsckb9CwTy5WnrU9cqVfSLdVqiOBwk7J0+e93vX89z5HyrGMPXuta3IecHjnmc7Tlls12LbG1UqdKMtbhk11MoVqy5zzsda6zjjvex9W+Lq1VLSqlzJbTlyzfDLHvszrife6y12cZ+e3Z86phz6YEWGGe8oYbZbmv4rqtVu88DnvF0mNciRZ70lFHB6O9FOyPd/G6YUTsj9eTep0JdKVLkcY96xauhngYCd1nmgjMZenqHO0wy2VZbQluuXKvc7U2vZ5TVWnMdcjBDT7uXY+Rk+IgxMWONc8wnGfkcY4wT6cG7HooUadPWr67myevnn5Ypy/AbevLat+5ei2za913o4a1EtvvPEQ/7JT1cj55m08MKFer7tIW58iR1ZbRngcBAg1zs44tON91BBzNsE0zwmc8yYoxXqVauPBwkpltPl1jmLZsy9uy41/222BSuJw8EFlvqoss+diRMP85YM0z3klfCsjbAAE941JBgSKSdWbipOuZDamtSv9r7yx86Gzc9X4VLizrmf5qUQErsR9xwfF3+Lvj7byRcM4Ig9eJ1phl9i4nkrUBN7ZDUL/f+6ofORsR1kxSTus324f1x8X1pZ6Sb3w3Xo52Brsjrioj4E3TXkK/Xov198HeRdmbhppzKHvGn6e6Sp77m+NuPmZ5gaVHH/Lvidp9SFBEREfFdEGnnrUZKSozI84qIyEp3tPKk1Hccfvh2186oY34LkhJ1Nb8e0ZP6PohEJCIiIuL6ibTzViIQ+RMREdem5zv591FLbmftvJ3v7bYl0DOVPeLPEU1j/24JkHu9KpL484dERPw4iPEDrzGP+GG4bu2MdDMiIuIm5vv6FHa7a+dttVwmuI7OaizLrRcq7GfLl581bbZdBXvvDN/DmF7xU3sYYKCCPtfKV2BCejfZ3te5y0pBn7wusUx5rziEdG+wMMedGbYKFR71iNxekz7y5PkLTxnYK052TMzdVqs1J+MZTjDekx7L2OG5UqV/7W8MUJ1xzsc9ZrppoS0QmGeuB92f8azuMNhf+5WSXrGP8+X7S08Zmt4tvyf9IgvNlbksZJBBNnhQTq9nkivXT2zI2DkX5pobxlXs/UymmJphC8TMt0BfxpvYr5wUKux3Hbo3JOzLgD7X7slrNrKVx2zHZjvuhyQIiMev71/EzUe2cnU9epqtrPaODNBDQRY9RYYe9DDO2H62CSb0y+tAA1SryrDly7ewT52OiVlnXYaewVKLM7QHRhlplZUZz6BMmb/ylxkx2vPk+qknjEzvxEzPxo2LrbYyI68jjfAv/FVG+lKl/trfGtLr+nFx93nAXPMzrj/ZFI94LONZl6vwS/9SqbLQliPuQRuMMDLjniaZbJHFGbYSJe73UEY+A4G73dNP50YZ1U/n8uX301OYYVY/2yCD+727QJC13a3q8z6huFdUid7ps5GtPOd8x9Mrr5fr1c6IH57ga05jz1bWrqftLslS1iuy1Il8+f2u1R2l6I5+x05PR3/pzSST+kVmGWCAsX20tyeqQ29fNCbmPg/00/n5FvbThGGG2+AnGb5gqVK/9C9V9IoKkivXBg9npO/emLnWAx7q40vW+Bv/Slkv7StU6Gd+YXQ6WkNPPu+ywnIrMt7BMMM96S8y2oNChf7Sz8PoIz3Xv8vKfr58jSGWWZ5hy5VrrfX93vU88/vpaZWqfnoaEzPJZH0Za1w/W5HiLGUqyBppp6zX/fTO69clm85mt0kv9/huud2186ba/G167bTUf977n31gv5SUuLgVVqlW5UUvaNEiJma6GVa7x9N+57QvwtALT/ipHd62224JnQYa6Cce0arVy15Sr06pUmvda6RRXvai4z5Nh/dZYoFF9njPTu9ISJhhphVWqXPF615X54qRRrnHPXLl2W6r446rUOlu96hQ4ZST3rUzHS5tuRo12rR52zZNmsxypzFp0TvssM+cNNwI00zHVyHcSpWZaVa4m+MRh7XrMM20jJBZF1ww2ugwbEeHTmecUaUyQ1wuuywmlhEaqU27Nq3KlIUVPCmpVatChRmVvkOnmCBDGJPpX99Big6dGSESum0d4uJ9ztkhKZXhrHfo1KI5I08JCZddVqpMUdqJS0o666wcOWrUhOnPOKtBg3HGZoTKO+WkYUaExzZqdMAHSpSEz7ldm1126dBurvkqVUpI2GWnSy4aZ7wZZkpK2mePT3yiQqWVVipU5GOHvWunHHFLLDXGWJ87ZZONmrWYZFK6PNV51csuumCAge51n1KlYXnMk2ep5WrN9ZpXHfB+r1B5P7HPXttt1a5dpUoPeEi7di95wVVX06HyFptplt/6tS9dEggMM8yjnvBHT/vMZ+je1XWDR0wKJn2jzTHmxIPUu/19iD9JXsOttRHHrcDM2pmpf7P3fwjfa6FCD9vgggu22q5Tp1y5VlhutNGe8UdX1ImJmWG6+6z3nOcdcTQdMmtUGAJxsy1atRpskIc8KC7uBS8674JSJdZZY6yxNtvigA/FxS2xyDxzfeq4zd7Spt10Uy2zVIcOb9rkgguGGmq1VQrke98BhxxSqtQqK5QqTYfM2iElabFFBhqYDlW5p1fIrO5O8RlnHXNMjSEmpsMSduhwyEcK5JtkUqgpn/vCVVfTITW7tapZswsuusMdGTpzySXFijOc5RYtkpL9QhB26FCgoJ/O9dW+bKGZrqWn7drkystI36ZNjlhGyK42bTp0ZDiq7dpcUWeA6vDYhITTTitTFnaAk5JOOalL0tg+ofIuuWiiSeF5zznrE5+4Q42J/n/27jM2rmxd8/tvMydRDKJIJSrnLFE5UTl2Dqf79Dlzo2euB06AjfEYMDzAGGPPh8HANi6MwYXtD3NP6hzVSq0cW6JSK7cSWzlRgUkUSVX5A4v7sMjSua1OR1LXvyC0emnv2ruq1n7Wetd6w3C0lXrca48MmWaYIVOW+xpts02jBhNNNsAALZpts801V/XVzyyzpUixx27HHYuVDFqsRImvHLbTDlERU0w1xTTnnLXeOnVqDTDQ8lipvM984rprusm3zAp99PGRD5x1Rqq0WFm4xdZY7ZCDHnqoj75e8ZoTjtlis2bNsmVbboUs2T7yoQb1sVJ5Y1Ra4Lf+0e1Y5ZUiRd7wS72+Y2bhx9XOpG7+OIyvGB/9i6q/DivqFCn0K7+01XZHHBURiY2Tz2vRbI3V7rsvXbq5Ko01zvvecSlWMmucCVZaZZMvwjJigwz2gpdcc9Van6tVq0RPz3tRnjyfW63aOXm6WWyJIYaqss9eXwoww0wTTHLTTZtiJbNGGmWmWSIidtnhggvKlJmnUroMF1yw317ZcsxVKUdOOMdpL5nV/vyfdsoVVw01VG990DZHOuWkEiVhWcK2kllnBRjUQSfuuOOeu/rqF+pXi2a31ChSGGcs1qqVLk12hwXKFs1atca1JSqbjLCc77fR01atcYZ3RESTJhky4o6tjz3nHRdNGzSoV69ESXit+xpdc01PpXGl8s44LVeufh1K5Z0KS+WNC+/htNOuumywIfrESpNddMFRRxQpNsVUKVLUuGWXnWCWOYoUqVdvs41q1RptdFgqb5MvXHRRT6UWWyJDhl12+MphmbJUWmCoofarstMOLZqNMc5Ci5x33lqfq1OrVJlVnscfS+Vly1ZpvtHGes87zjsnEBhmuBe9bJ21YSnnQoVe9ppvXLTRpticI808c/XWx3ve16gRlCv3oueUBWVJ7UzAE2WYV1RURKuqqv7ct5Ekyc+OIAi+k3BVpAXRqoJ/+ri4a9U8WiSDIBiOtzs0DcL/Eo1G/48Ox1TiY5yPNX0QjUb/7ePdxbNFUjuTJPnz8FNp55/Szdh9JLXzO5DUziRJ/jwktTMxT+Em/9NJq1YtmrusEt5yS6Gi0M2lVavzzsuTq1fMvTEi4munNLlvlDFdVt+GdFjlvOSyo44qUqTCZClS3HHHLnvAbDN1112TB7ba5p67xhprpBEiInbbo9o3SvU011wZ0p1yyj77Zco0X6Ueit1SY5PNHnhgsolGGRVbvdviuuv66mueOdKkOeSwI47qJs8C8+XLd9112+wU8dAsM/TVV7MW22xz223DjTA+5kVwIlaNuUSJaaZKk+aee760T4Z002NuQhERRxxWq84440OPgeuuu+iC/vqHrkMtmlU7L19BXAjCHXe0ao1zgW//7TI77YQl0ea79AN6iEaj0VO0+cEGQZCKy/gwwaHbo9Hoqh/uykmeVJq1iIjEedY0anTXPT2VhDsfTZpU+0ZPJeFOULMWxxyXKT3cMY+IOOyIOrXGGxfqxAknVas2wAAjY2FFF1x00CG5cs01W4YMd9211XYtWs00XW+9Qj295ZYhhphiMtinytdOK1Rggfly5Div2i67BVLMNVtffdSqtckX6tQbbZRJKrRqDXfCSpWqNF+6DGectt8+mbHdjAIF6tTZaotmTSpMU65cRESVfa64YoghoVfWFZcdcUSBApNVSJOmWbMDqkQxyaRwl6patRq3DDci9A5o0OBSbIem3QOr3bMgS1acp1aLZg9FEob//OxJameSH5lEnjW1at13P24n+K67rrumr37hTnC9eqecVKw43DFv04n9iJqkQoaM0IPwtjvGGBPuBB931GlnlCkLd4IvumCfL2XINFelfPnuuWeLzZo0mmSyoYZr0WyrLa7F7ml2OJc84KijcuVaYJHuurvisu22eeih6WYYZLD7Gm22yW23DTHUVNPAAfud9rUixSpVypTlqqv22BnzdJyrSJFmzXbaHvNynaQ8thN+yknnnVeun1Gx0M1278tu8ozr4OV6yknNHhhldPj933bbTTeUKw9tgVatbrqhu4K4HfsHmgRSuoReJfHMa+cTt2O+p2qP7ba54rLeeptjnhQp9tvnqKNy5FhgkRIlTjhuh+0iIipMMVmFiy5YZ61atQYaYKkVmjT51MeuuqK77pZarrc+PvGR076WKlWFKSotsN5aB+z30EN99fOK1xx3zGYbNWuWI8cyK2TI8ImPNGiQIsUoo80z32/8Z/fcRVv83y+86RMfuuYa2mKPFlnigmonnAg/ez/lhhhis83a0ydkyLDIEmt9LtIhtmmaGQ47qElT2FakWIoM190I21KkGGmEY47Hfc8jjXDCybi27vI1aAxdgtrPL1bspptxxw4y0Llw0aiNQgXuuifaIfVDqlQ5ctSpizt2oIHOdzq/XLmLLsadnyNHqtS489ticIY73uG7gxmmqvJl3Pc03Ag33XDb7bjvaZhh9tgdtmXJstLzPvOxBx6gzSXqRS/50pcuugCxifQ8mTJttMFDDwUCI40yz3xv+53bbodu42/6lTVWO+6YiIgeSrzuDddcsd46jRp1081KzynR08c+dNklmbLMU6nCFJttctB+UUw00QKLfKPaeus0qDfEUEssExGx3jqXXdRDiaWWK1DgoAMOOSgr5tLUSy833bTNFs2aTTHVEEO/+8plRhCt6hpK/ycJrnw7t6IgCJbg30Sj0Vmd2ivxPyQnl3+koqIiuq1qm402uafWCCNMMkGrhzbb4qKLeuhhsYWyZdvjS4ccjrm3VxpisCOOxtzem401xnyVLrlktTXuuqdMmRc8Bz70kSuuypZlgQXGGOU9HzjtjEBghOFe9IJ11jsQcx0uUuRVL6tWbZMtWrRIk2aeOcqUet9Hoab11cfzVvlHv1WnHm1xjq94yRc2udFB5ypM1qAhTtO6626iCbbYGra1xRrOs8XWTjoxzAUX3Xc/bMuWrVCBK67Gfc+jjeqip4m0KyPmet5Ro6G33q64EtfWX1+XYiEI7eTKdV+TSIfEcIFADz266PFww51yKq6tl95uuhGn59mydVfgWofPlCJFhan2xhZu25lltir7Qj2EoYZq9dB558K2IsWmm2GtNeG95sjxmtd95KNwLEyX7gUvOe1rXzksKipVqrnmKVUaF6o22lhLLQtD1dq+owHe8KZddtljt1YteirtEKr2iTtu667Aciv1088an/na1zJlmmueSSocUGWXnVo9NMFEc81To8YG69xx20CDLLRIqjTbbXXOOUUKLbJUN92cc9ZeD6NXMgAAIABJREFUe6RKD+/9p9LOb6ubJLXzcaioqIiuqVoThvxMM9Vgg9Srt94XbrttgAEqzRURscFG55xXoLulluih2HY7HHBQilSzzFBhskMO2GqLJk2GGma5Fa66arXP3HVXoQIrPSdPN+9713XXpEkzzXSzzfW234fPWh99ve4NG23wlcMiIrJle84LatTYYlM4HxljnJFG+dD7WjSjLcb4JS971zsaNaDt2V9qmX32udVBU/obIFuOkx10LlOmKabZYVvcdzfVNFX2xelpT6XqYsZ/O6lS9dbbxdjz3M4ww3zt67i2Yj3ccTvuPVOlypajvtNcslx/FzppZy+9Xe2ksYn0uD0E9hvVcceOMCrus0OZMnfd09ThM2XKMtBAJzvMRdvGmEpbbIm7/znmOuKIu+50+OzDdVdgny/Dth5KLLHU+97zIHavufL8MjaXbNfDTJle8JIaNbbFjaXzDTHEe95x220pUow3wQqrfOxDJ50QFTXIYK941SknbfSFRvf1UuYFL0mR6lMfu+ZqaC+V62+LrQ47EgvhmG2C8c45b6PNHmgy3nizzNCkyQYb3XBDP/0sMF+GdAccdMxx+fItskCu3KR2PuoeniTDvLyiX/Svqv6yS4XuXLkaYmLSTomSLhOUPN26PLjtq1edSZXqYadsuGnS4iYyTxMRgajAHwsW/JyISnkC89QHgrjJ+uOSIUNzbGBtJ0tWl8l+ihTR2KsjufI0xIyadsqVuxBbaGinVKn/Kvhvv5tAZgbRqq55Zv4kwYVvbZj/fzgQjUb/vlN7Jd7HJVzRJpbHHu8uni0GVAyIvlX1z+LasmVr1txF5xLpaaECd2JGVDuJ+t+jSNTXH6W9SToSkRJT7iR/msfR00R9L0duaJS0ky07zoDgj4m7Oj83PZW64Xpc22CD/WXwNz+Jdn5b3SSpnY/DgIqB0beqfh3Xlmh+mSYtzAPRkRw5YexsO3ly3P+Wc9FEfN+5Q5IkHUnU9x6nP6bJ8kBLXFt33d1zL64tR7bGTnra1t71GRlkoL8N/jqpnQl4olzZW7V2McrRZRKJLqKJLkY5HtnxOg+67dd/Wvn5GuVPLt93YE1kFHU2ynl0H+9slKOLUU6bq//34vFVpEcQBB2D+v4hGo3+Q8cDgiDIwPP4nxKcfwD9o9FofRAEK/ARsWxfP1MeJOgrnQ2OdhLpaWejnMT971Ek6utJozzJD8nj6GmivtfZKCfxM5JoboAuRjmcdfZb31NCHk87/0ndJKmdj0tHr5B2Es0vHzU/7GxwQL0GKeJnZI+jh0mjPMkPSaK+9zj9sUUTnXp0Z6McCY3ytvauz0hnr9vH5hnWzifKME+SJMlTxneL9bn1LVYvl2tbtewyG45Go7Ud/v55EAT/dxAEPaLR6K3HvpMkSZIk+XPw+Nr5bXSTpHY+EURj+95JkiT5gXnGtTNpmD8ztA8AyV3zJD8hgR9LRd7E7xNeMgjKcD0ajUaDIJiqbSm35ke5iyRJkiT5MUhqZ5IkSZI8Ps+4diZTTD/hpCZYFkqUGbwtTrFre8csj+3k69alLU2aIIFR3y3Bsb10De7Ik9fl/BSBzA6ZlNsp0aNLW8dMvu0EsVdnumapDGTF6g53Pj/Jj0y7QD7On3/qLYMgB4vxQYe2vwuC4O9i//sqjgZBcBj/F96IPknJMpI8ESTSyfQEHfBROtG5njgU6FqjpWMt847XTnR+D8VdjizVq8txmbIS3ld7xuT49+yqp4/Kgp5YT7tqdKJ7T/ID87ja+W3eMqmdTxDP1teaSBMSZQxPNA+lLZ9DZ4oTaFei4wJBQk0rSzAXba/I0ZHU2Ksziea3+QnmoqmPeAATjzHpCY99mmnryU/QfPoZ184navR91AQpURKrAQaqTpDZ+5JLcbET+bpLEbjbIYYyXboxxjroQNy1F1hkqy1aOyQ5mGm2c87GZbIdbIi++tlmSxgL1EOJ5z3vHW+rj91rnjy/9GtbbHLa16KismR53ovuu2+DdZo0xbIcVhpjjHe945qrUqQYZ7xVnrfBOgccEPHQQIO85BWXXLLOGnVqlSjxnBd1082nVqtWLVeepRYZaqjd9thrn0BgmqlmmB47f4M6dYYbZqGFIh5aZ4OLLuqpxFJLdNPNAQftd0CmTJUqDVDukss22+K+JpNMMMlETZqs90VYLm2hBTKk22Gn407Kk2uxhUqVOumUbXaIeGiaaSYa77rr1ljnrrsGG2SxxVq1+Nwa37ioQHfLLVOm1Bc2OuwrqVLNMN0sM+2x2w7bNGs20CDPecFll3zuM3Xq5Mu33CoFCrzvHTfckCrVJBUqzfcHvwszfJYq9Qtv2mSjo46IisqQYZkVsdJEm8N+Nsxw403woffDOLRcuV7wkg+9H8YxBgLzLXDIwbhM8b30livHGWfCtjRpJpocl7ETxpngSCyrcTtFitWp1dKh36ZIka97XBZQKNPbtU4ZSxMNTo/FD1i2AqLRaCPxFkw0Gv1PHf7+9/j7zuf9nEk06UiTJioaFzMbCJTo4UanGMpElRoGGOCKK3Gx5t10U6TQNx1yFWTIMMtMW2wN+2WKFCstt9kW9R1ie2eZ6Y47cVUVhhlqnHE+8YnmWB8uU+oNr/uDd8OKFgW6e8svHXLYl/Zq1SpXjuetkinLxz5xT60M6eaZq0KFD33ktDOx7LTjrLTcPlW22aFZs0EGesFz6tT5zOduuqVED6usUKyHDb5wwgnZsi2ywHDDHXXcdtu1ajXZZNNNdddda613220DDbTYQilSbLHVGWcVKLDUYoUKHXfCLnukSTXLTEMNcdNNm2xQp95II80wS4tmG33hkktKlFhsqRw59trjkEMyZZlvgQEGOO2ULbZ44IHxJphltptuWmO122r01sdyK6VJs9qnzjsvV46FFhtqmA3WOeyQKMYZH8vWvNe22HuWKvOil91WY7VP1auPlc9caKBB3vZ7t9yUIsUgg73kFb/zG5ddCvvNq173pT2OOxb2kRlmSZdma4extERPc8z1sQ/DvpsmzQqrrLMmLiZ4vAku+MadDjrXTTelypxxOq7fjzPBYQfj+vhAg1Q7H6enWbI89DBOT9v6X2EXPU1kWDwWSe38s5PI4MyXr1ZtXFu6dGlS3e+U2XuQgc52qFQAE413xKG4fjXQIDVuxb1vd90NNNihDnPRTJmWWG6Nz8L5RKpUz3nBbjvDnDCBwCxzBNhpRzgfGW6EWeZ419vqYtfqrY9f+pWPfeSs0yIiihV73RsuumijDR54IFeulVYp0dMH3nfdNRkyzDHXNDPidGK88ZZY5qwzNlivQYMBBljpORERa6x22SWFiiyzQqlSu+x0yEEZMsxTabgRLqi2ySZNmowz3nQzYvPj9W64rrc+FlksQ4Y9djvumDx5FlqkRE/nnLUjpsfTTTfKGHfdjVVauGOQQSotEBGxyUbnnVWg0BLLFCpUZZ8qe6VKNcscY4x12mkbbdCo0QgjLLLEHXes9qmbbihWbIVVuivwmU+cdUa6DLPMNt0Mn1vtsIMiIgYb4kUvO2h/rKRls3z5nvOiFi0+9bEG9VKlmmKqyab4rX8MtaanUr/whve842rMDkmXbqVVTjrhZIdxe7jhSpXZblvY93Llmm+hz30W9pFAYJ5Ku+yMG9/76qdeXRd7qY/+znayt0YaGVdZirakibfciuv3gUC69C45axItcj8Wz7B2PlFZ2SdXTI5ur9pug/WuuqKX3hZbIkeOgw444quwXFqRIjVu2WaLVhEzzNRXX61a7bFbjRojjDTccLTVY/3aSWV6GWc82hJptZWSygzrD7Yde169esMND+sP1qt30w299A5X7iIi7rorV05Y97W9ncSraUmeHVq1dhnUa9VKkxbnqVCjRoMGffUN+0SNWy67rFz/UKDuueeYo4oVGx6ro3xfo732ioqaapocOWF947vuGmucgQaJiNhrj29UK9UrrPt51BEH7Jcly3wLlShRrdpWmzVrNtlkk1R897IVuUG0atTjnRNUffsMmUm+HRUVFdG1Veust8E99ww1VKW5YKvtLrigRA+LLJQlyznn7bVPlkyV5ilQoFGj7XZq0mSqCr1iO7lHHHXFVUMNMShWz/a22447oUSPUGMjIk46JVWKoYaGff2222rV6qtv+Ly0anXPPd11j3uGWrVKib2SPLt01s6IiHvuyZUbtwt3xWWBlLAvwiWX3HXHEEPDsfiqK845p1y5frGawzVqHLRfnjwVpkqTpl69nXZo0WKGGYr10KzZVpvddttQQ01SISJil53OOqNIkYUWy5HjsIP22SdNmrnmGWTwT6adSd38caioqIi+U/WuLbZq0WKyySpM0qjRBhvDxbbZZkqT5oCDTvpakUKV5smS6ZYau+2WKs0cs3TTTatWVfapU2uCSUq01Xe66IILvjHAwLDmd5Mmp53SXWFYMxuuuiriYXgcbfWtGzQqUBCnk4nmI0mePTr/zq1a1aqVLz9ufL3ikjz5oQdBRMRZZ7VqMdSw8NjTTrvphhFGhsdWq3baKWXKjI3ZS9dd96V9MmWaY5YcOWrV2myr++6bosJggzR5YGOspGk//cJ5yHY7nPK1bvItic1Fk9qZmO9tmAdB0A//GWWIaMt2938GQVCEtzEA1Xg9Go3eedT70CaQVVVVf+qQJEmS/Ah8Z4HMC6JVYx/zWnueLpH8sUhqZ5IkTz8/lXYmdfOPJLUzSZKnn6R2JuaHWF5rxX8fjUYPBEHQDfuDINiAv8TGaDT674Mg+Nf41/gff4Dr/ZNERLRo7rKLXaNGnlzZHXYzL7ogRUrcimS1avfcMczw8NgLLqh2TrkBBhiAttXMQw7I081006XLcNtt223zUKsZZuqltzp1NsZ2soYYYoZZmjXbYJ0LvlGk2BLLdNfdZhsd8ZU06WabbZIKu+y0K7bKP8Qwq6xy1jnrfK5BgwKFVnlOpkwfeE+NGmnSTDfDDLP81u9dcBH009ebfmGt9Y44KiIiV44XveCOOzbYqEWLFCkqVBhvjN97O3RH7aWXN7zube+4EnOryZHjda845oQq+0VFpUgxx2y9lPnQx6H74SADvegFv/E7N9wAxYq85U077HbIIREROTEXVfjUag0apEs32yxTTPa2d110SYoUo4z0ipdssclee7VqUa6/l7zithprrHbXXcV6WOU5xXpYa40zTsuVY5HFhhruiMN22QWmm268ie65Z6MNatUaYYSppoMq+1Q7r0yZmWZLk+a66w6okiPXDDNlyNCq1UEHNGs20aRwJ/2Ky667brAh8uWjbSX8oot6KIlz87njjjRpcS7nrVpFRBLGeP3k/MAuRT8jnjjtTNSvmrW4664CBTJi8XOtWl1wUb78MG46IuKUrz3UaoQR4Yr8cSfcdNNoo8NjTznttNPKlJkU81aqdsG+2Ip8pbny5bvuuo22aPZAhUnGGOO229Za75Ya/ZVbbJGoiM+tcV61PHmWWqK/cmutc9gRgcBkkyy20DY77LRLs2Z99PaKl1xyxRprNWiQLdsyS5Qq9bZ33XZbIDDaKCut8Dt/cNFFUVHFir3lDTvtdjCmXenSLbNEihSfW6tFi0BghOHmm+c3fh+6sxYp8mu/9JmPVatGW8z3c55X41ZsLHkY6vEY47zjD2G4VLlyv/Cmd73jG9WiogoVecObTjllu21atciWbYVVChT60PvuuC1duhlmmm2uj3zga6fAaGM85wVHfGWzTZrc198Az3lBixarfeq663roYYVVihXbZYejjsiSZYHFBhjgkksxj7ZWU00zwkgtmm2zTY1bhhtuvIngrDNOOqmnEpNNkSJFo0YHHZAhw0STwv501hn16o0wIhzj69S57pre+oQa+6gxv0Wz4BE5AH5yktr5XXkitZN41/gmTerUKVYc7m7f1+iKK3oqDcf0Zs1OOC5XriGxCkytWh1y0ANNJposR46IiAP2u+G6YYaHx37lsFNOKlRkrnkyZDjllL2+lCrFHHP1U+6CCzZa7777RhljtjnuuG21z9x0U089rfKcDJk+9bFq52XJMlelCSb6zKeO+gptIXwveNFuu+20XYsWhQq94GX16qz2qUaN0qSZZbbRxvqD36pRIxAo199rfuFdb/smpn258rzmdSedtNceEZGYi/lsZXr52IfhXLJcf8970e/9Rk0sB1c3+d70lh22OeG4qKh06ZZaLhBYZ41mzWGo6Cxz/MHv1LglEOijr1/6lbXWOOaIiIhCRV71uho3rbXWfY2y5VhmuX7Kfeh9l12K6eksc82zyUYHVImIGG2M5Va65KJ11qpTq1x/K6ySJs0X1qtWrUiRpZYrVuy4o6pUxcKy5od2xFZbYrvTUwwwUETEYYdcccUQQ0JPyxq3HHNMD8VGGRP2p5NOSpFihBFx3pv33FOuf9h3E4357f30UflTfnKeYe38wV3ZgyD4WJsf/t+jMhqNXg2CoBe2RKPR4X/q3LEVY6O/rfqNz32mUaN06WaabaSR/uB3YdxDP/284nVv+10Yc5Ejx0teVWWvU7GYi0BgimmyZMbFXPTQwyxzfOaTuBi2pZbbYF1cLMQYY13wTVxcUJ48hQpdjBm77dcaboSTnWIu+urrUizOrp106R562KWOYKbMLjU1s+W436kGYIqUx6hBGHj4M3ALTUekU/3ZtmIlXft3ou+vm27q1MW1FSpyp0MsOG3xh62xV8f366tfGJ/ezhTTVMXc0NuZrMJJJ+NyJvQ3QI4cJxwP2woUmq/Spz4Nr5Ut2+ve9JlP1LgV+9zpnveCb3xjv6pwUWSW2frq52MfatQYMwxGWm6ld73tUqzvtsee5Qf5323lslsQrZr8eOcEW5+u1cufiu+jnRMqJkT/Q9V/tMNOLVrkyLEyNhn51Gfua5IixVhjzDTDbzsYh8WKvOF17/nA9dhiWVtM7zInnfJ1h1jdoYbopcw2O8K2HDnmm2eNtSJhmpjAHLPtticuVrevPu64G1dLPU2aUj1d7pT7YKD+znd6prrLd69T7OejnvMMGV3i2tKld4kdfhweda3vQ+oj6mb/VCTSwzRpj6zb3JlE41ap0jAWtp1E8YdZsmTIVNuhJm6qVGOMddihsK0tJnK+HbbF3dc001SrjrvWAAOV6297h5wH7TGh73s3rKmbK9eb3rLB+tAwyJDhOc+rVWeLTVq0SJVqpllGGe1d77itJja5HeklL8sKsn8S7Uzq5qP5Pto5qWJy9F9V/SvHnBARUaTQa171tdO22xG6Ds9XqVChj30S9vf+yi23zG/8Nty8yJHjNa/43Bo3Y+N0Wzz4DDdcdbZDLpkSPQ0zzM4OepomzWxzbbU57lkZZ5zjjsf1/zx5oqJxetqWR6SnG52ev1K9XO+QK4m2RcDmBHXcE+lcIk34MfTwaSLR5080xiRqe9R3V6AgLsabtjliu0a1U6aXGrfi3jdXrkJF4fyOtt9tptlxehgILLXMNts0dug7081wyz2nYou0MMRgo4222ufh799Tide84g/e7bAo0s1b3rDHXl/FFjWyZFpppVQpPvN5zK5LM9NMU1UoDAqT2pmAH9QwD4JgALZhDC5Eo9GCDv92JxqNFv6p83tX9Ir+bdVf/2D3k6Qtm2JE4NlOwB+JZaVP8l0IBP5t8O++m0DmB9GqqY95vY1Pl0j+FHxf7exV0Tv611V/+6PeY5Ifg6R2Pc38lNqZ1M3EPC3a+fPYIknyNPPwJ7YV/rfgf01qZwJ+MH+EIAjy8D7+u2g0WhsE326qEQTBP8c/h+7l+T/U7SRJkuRb8r1WvH+8epI/G34I7cwv71riJUmSJD8uSe388/I0aWdy8S3Jk89T0kufce38QZZGgiBI1yaOv41Go+014K7HXInE/nsj0bnRaPQfotFoRTQarcgp6VpzO0mSJE84qY/5J0lIUjuTJPkZk9TN70xSO5Mk+RnzDGvn9zbMg7Ylyv8XJ6LR6H/s8E+f4C9if/8LfPx9r5Xku5J0oEryI9G+cvk4f5IgqZ1JSGrzz5jH1c4kIUntTJLkZ8wzrp0/xKxgFn6NBUEQHIr9WYF/j8VBEJzG4tj/P9E8Tu3c1ATLMPm6ukS1Z9zuSJo0mTLj2gKBgbEawR2pMFXQyb1ktDFd3rdUqQmxDLft5MjxolfiMiimSfMLrynRI+7aleaaakrctQYb5C1vyOyQoblQgX/p7+LOz5ThF1431pjw7EBguqmet0pah++qlzL/hb+R2yFLbpYsv/aWUj3j7mm2WcbGMkq201NPSy2Ou880GVZY1eU3ac9k2pE83ZQqjWsLBIYapjP9OtQT/eNnzezSRltyj67HZnVpe+bqMycN8+/DM6OdnTUKUhK0JToOYT3qjrTX/e1I59q9tOlPofgw0hQpJnXSQ5hrdpdndYzR+ugd11aqp8UWxt1vrhy/8ss4TUmT5jWvhJU6aPuMM82w2KK4ey3Xz9/4qzjt66abf+7v9O5w/TRpnvOCik56PMpoL3s17v4LFPgrfyNXbtz5L3hJmbK4zzTSKONMiGvLlWdhJz1tS7RW2UVPy5XLlh3Xli5DjwS/U3/9u7R1/o3ar5WoTyQaXxNlAn5Uf3oqeMYnlz8yT512Rh6jrybq64meCRLPKRI9a33169JWrLjLtTJlGWhQl2vMVdnleau0QJ68uLbRxhidYN72Uqe5aI5cf+lvwtrZtH3u571gjD/WwgoEJqnwopfitK9ML//Cfxk3F86R4y/9VZwep0gx30KzzIm7/37KveoXce+ZLdtbfi23w2dqmx8vUKZX3GfqpbfxnfS0rZrSXJ2ZYGKX36kt43nXqjrFscolHenZYW7cTqL55aNI1HcS9ZvgWyeV/jPzjGvnD56V/fswuGJw9H+v+neOOhK2tZej+tTHYfbBPHne8Esf+dAtN9FmML3sVad97YD9sTILaeabr6dSH/tQg4awTMJiS73r7TCT9kCD/MKb9thtVyyzcZkyL3vVffet9onbbitQaKVVeullvXVOOSlLlkoLjTHGUUfttN1DD00xxWRT1Ku30Xp33TPYEDPNkiLFflXOOauHEnPNlS5DjVv2+lKGTLPMDrOAH3JQowYTTAqF6KorLrlkkEGKY4Zys2bnnFWoKM4Abc9a27GtSZMGDQoVhg9pRMR992XKjBPRZi1SBHFtkdirs7C3ZzHtSLMWaVLjxKDJA0TjJuVNHmhQH3dPzVpcc1Wx4nACGhFx1lmZspR3GHBOOaVBnVHGhO97xmkXXTTYIOUxwb7ogsMOK1BguhnSpLnphu22IWqWuUqVuutuh3JpI00zXZMm66xxySUlSiy1XJ5cG6x33DEZMs1Taaxxttpsn71aPTTSCCus8pWvbLbRffcVKfaClzxw3yc+VqtWunSzzDHGWL/3W7fcDMuLvOo173jbRRfQNri95CVHHHHEV6KiYTWCAgW+sD7MuNxDiUUWed974bPUZgS8aFIw6bsl4SgKolWLHu+c4N2nKxHH08DwihHR/7rqv3HVtbBtTKw82Vbbw1jYMmVWWOZt74aZfPPl+7W3rLHWOedBtiwve1GN2zbarEWLdOkWqDTYYO963y23pEo1yUTLLfWJ1Y46iqihhnrFS0752gYbNWrUR28vel5KLEPrZZcVKrTcMn31sTNWLjFDhgUqDTXUFVdttkWzZpNMMt5YzVpss91NNw0yyBSTpUhxznnHHFOkyDRTpUnTpMk++6VKUWFyOBE646w77hhtVGho16lz0SV99NY9tsgaEXHFVbly4ia7DRq0aIkra9iqVZMmOXLidK5ZszRpcW2tWqXEXu08Sk+bNXeZwLVnt03v0J7onho1qnFLqbLwPR5oct55xYqVxCZ8rVodc1SKwEijpUkTEXHEV+64Y6xx4YTxqKOqndNXX+Nipe7OOO2A/XLkhJP19nJpLVpMNc1Io9x0wzpr3XXHAIMsttgDzVb71EUXddfdcsuV6W21T51wQqoUU0w1V6WNvlBln4da9dPPS1510gmbfOGBB3LkWmGFDJk+9qF69bFqBOPMNtfv/CastFGs2Ove9ImPXI5VTkmTZrmVqp13JFYWCoYaZqBBNlgvGtPTXHmWW258MPEn0c6kbv44jKoYHf111V+EJQgDgYXmu+hyXHbqMUYbaojPfB6On71j5RZ/7w9uxbJTFyrwljftsschh2MlaXO96HkRD33uUw0aZMo0z3xjjfOBd11wIaanky213DZb7bVHa6z85ErPue6GtVa7656++lphlWxZvvCF887qrsASy5QqddKJWLm0VHPMU65cvXpbbNaowUQTDdWWsP6wgy66qL/+xhoPbrvtiK90lx8+5xERxx3zUKvRxoZaddNNNW4ZYGA472rW7LprijrM2+Cuu9Klx7W1aNaitctGSiLt+7baGRHxUGucRj5qfnvPPalS4xYZ7rqrXr3eeofXqlXrskv66BvOwxs1OuG47rqH5etaNNuvSquHJpssO1bqbq89bqkxyiiDDA7L3511Wg89QzvgqKP22yddukrz9dbHWWdstskDTcabaKZZrrnqc6vddlsvvaz0nEDgEx+55KJsORZaaISRPvSB074Go4220nM22OCA/R5qVayHV7zqvG9stFmzZunSzTdPTz194KOwokV//T1nhX/0O/diFTVy5PiF16yzwZVYhZW26iyz3HPP4Ti7rtQE480N5iS1MwFPlGFeUVERraqq0qLZDTcUKop7UOvVS5MWZ8g9ajKTJMnPkUSLIrVqY2WJ/jhA1bglIhruSgZB8N0EsjiIVi19vHOC3z9dIvk00K6djRrddkdPPcP6oxERdepky4mrSZpogpMkyc+VztrZqlWDBrlyw/aIiOuuy5ETLt78VNqZ1M0fh3btvOeeeg16KQs1sVWrevXy5HXpG0ntTJJEuPETvxjdosl9efLiNthuuKFIYWjXJbUzMU+kNZsuQx99u7R9NYSPAAAgAElEQVR3dpnBUy+OEZEu959o9e6mG2rV6m9AOEBcd91FF/TXP9z5SLTK2aDBTrtFRMwwTXfdNWux3Y5w12ikESIi9qlyxjk99TDPPBnSnXbal/bJkG6+ylg92hqbbNKkyUQTjTVGkwc22+y6G/rqq9JcadIccMhRR+XrZqEFuunmuuu22SEqYpZZ+ugd7oTdddcYo42IreaecsppZ5TpZVLsM9Wpc9AB2bJMNDnc4fnaKffdN9qY0BC9554brumrn+yYIERE3HFbnrw4l6BEIvM0kWiBKlE4RXGHUITvRcAjvPuT/BnIib06kiIlNCI68rQvZnbWzrZn+o5cuXGLtxdcRFR5h9CU86rVqDHC8FBnL7jojDP66WtobOfjhpv2qZIrx0wzZMhQp842OzzwwDRTQ+3aaqsbbhlikCna5gD77HfKKQUKLLJAjhznnLfLboEU88zWV1/33LPJBnXqjTbGRJNEROyw3UUXlSlVab50GU475YADsmWrtEC+fLVq7bBNsxbTTNNLbxER+1W54YZhhoef6brrTjiupxKjYi6nbTvmR6RLN8Ko8Hu97rp6dXHjTotmd91TqLDLDtXTqpt0fR7SpHV5blKk6NXJpfU7k9TOJ4rusVdH0qTFeaB0bH+a6fystmp1z1358sMd5latvlEdF/4XEXHSSS0eGGV0eOwJx11zzQgjw+fjnLNOOKGnEpNNkSLFVVd9aY906Wabo7vu6tTZYlPMI3Sy4YZr0Wyrra66qq8+5pgnTZqDDjjqiFy5FlikQIHLLtlum4cemmGmQQZr1GiTje66Y6hhpmirrbXfPmedUayHeebLkOGqK770pYyYG3q+fM2a7bZLowaTVISfP5H3ZYMGJxxXrDguBOBCzKux47iTyEs10e/xNJHovjOkx20CtLf11eeHuegzrp1P5I55jVuOOqpQoTHGhsblHrvBdDPkytWs2c6YITfOeIMN0arVHrtd8I1eepljnhQpDtjviK9kyzbfQqVKnXDcdtu0ajVZhSmmuuAb66xVq1a5cius0qjRpz5y3XXd5Ftqmd76+MB7vlEtRYoJJlliqQ+856QToqJKlXrNG/baY5+9IiLSZVhsiYce+sJ6Dz0EAw001XQfdHAzzpbtOS/41Mfuux9+T7PMcdyx0CUPeughX3fnnA3b2tz2J9nvYNz3PMoIJ5yKK/WSL99998Nr0+aGUqKHG7FwgXYG6K86FgLQToHu7qmNe89UqbJkhS6z7fTX3zedzh9ogGrfdLmnhx7GnZ8uzXBDnHAs7j7nmmdHLISgnZlm+dopt9wK24YYqqeedtsVXqunnpZZ6X3vdHDv7e7X/pm11jjnrKioXHle9qoat0LXySxZllimXLn3vee6a9JlmGmW2ebYYJ3DDoFxxltimbPO2mSDevWGGGKpFSIi1lvrssuxOPrl8uU7YL+vHJYj23yLlCp1003bbNGq1TQzDDBAq1a77IgZGyONNAptg+MpJ2M5CCaFz9IB+2XIMFmFNGnffeWyJIhWvfh45wT/z9O1evk00K6d1S4475xy5QbHJgk33HTAAbnyzDBNmjS1am23U6tWM0zXU4kmTTbZ4o47hhlqcsw43GKrat8oUmSJRXLk2G2PAw7JkK7SXMMNd8Ah22LG4RijLbHIWeetsUatOqV6et4qEVEf+MhNN2XKNN88o43yO2+77LJAYJCBXvOqd73nrHOiovLkes2rDjnskMNh2MZUFfLl+8Km8JkuUmS+eT7ySagJqVIttdhGmz3wIPzuhhvuuuvuuhu2ZcvWW5mzMdf+dsYa60gHlzzoq6/LLsdpV4Z0qdLidBt66eWqq3Ft5Xq77GJcW65cjRo7leMKFCtSE3OZbWeYEb52Mq6tv/4uuRSnh/nyZcl2IxbWRFtujCmm2mVnh6sEllphq01x9z/bHFddddaZsG2EkYYYap014djRRx8vedU7fu9GLCl2DyXe8it77LHfPg891F2Bl72iRbPPfKpWrVy5llpmkCE+9bFzzsqQYZY5ZpjpS3vssctDD40zQaX5atRYb6177hposEUWSZVmi82+Ua1YsUWWyJPnrDP22StThnkWKFKkQYPttmnSZIop+ugbc+M/7IorhhgWLmrcdMMxx/TQwyijpUj5ybQzqZs/Du3aedRxt9w00ogOhthZp3ytl14mGCdFiiuu2muvTJnmmiNXrjvu2GSLB5pNMdlQQzRosMEXbqlRrlyleYjaYKOzzsqXb6nFSpXaarODDkqVYprppsf6+nbbNHtgoEGe84Jq1db6XIN63eRbGXNlf9/77rojVaqJJplptt/7Tdzz96a3fOh9l2Ja0xa2scI55xxzNPw+BsaMzq02E9OfLFnmW2idNeHmBcwwU5U2L9d2SvT0wAO1MRdn2rS3v/7OORf33Q83wqlO2lWoyD13466TIlWO7DDcoJ1++rnYSTvLlLnWIaSLP+YG6qj7gUBf/cKwwHbGGBsXTgsDDHTD9dCVmzY97aOvE46HbRkyLLTIeuvixp1VXrDD1lC72+LW57uvyZd2h2PZaGNMMtkH3levTiAwwEC/8Ib3vBvORXvp7Q2/dNJxW2LjWXEsLDJDpk985Ibr8nSzzHKDDfGFDbHF1wyzzTZJhdNO2xQLFZtgvFlmuu++Db5w0y399bdAZcyGOuikUwoVmq9Sjmw33bTLnli4xCzddY/ZYF+qU2eSieGzdM551aoNNNDA2KJGUjsT80QZ5uUV5dF/U/U/xxltqVKNN8EB++OOHWOcY47ETVwKFapTp1Vr2JYiRY6cLg90DyVhfHo7OXI1djIiH0Ug6FLDtD0G50kiiogUT019wm9FVOoT9j0nIlVq3MSYNuFu7jCI8eh+kyu3y6JGP+VdBpI++rrSyTDI002KQK3asC1NmlFG+apD7GRbkr05lgTLvptA9gyiVa883jnBf3q6RPJpYFDFoOi/qPqXcb93rlw99XS+g3EZCIwx2pEOEzESL7ZlydKipUsfTtQv23dtO5ImLU6L/xSJ9PTnQUSK6DOlzj8EifpDlixNmv7JtkAgRUqXfptozB9qWBh32U4/5a65GrdInStXgcIwFp22/j3VdMuDFT+JdiZ188dhaMWw6FtVv477vXsp06jRvQ6ali5dH7276ORwQ51yOq6tWHGXBbRH9ctsGZo7LeA9ql//PDUyyfclXXpc/4ZuurvbyS7KkRO3+EDbPDZdepf+ONAA51XHtY0xxjHH4vppP/3ccVt9hzlDN3n66uvXwVtJ7UzAE+WP06qly07qQw+7GOVwtINx0c4dd7q0RUS6GOXoMkDjWxvlSCiQT5pR/iwT8eQXGuo8AKOLUc6j+01n4wddjHLETRbbqVfXpa1Va5xRTls/bkt49z14olTk58l9TV0M4wYNcUY5bb93Z6McXSab6DIQd3zfznS+Nr61Ud5+X0mStJOoPyTqj4naoqIJtTfRmN/ZKCexxjbEXh1p91L6XiS1889OvfouRsvVTjuu0KIloU52NsrRxSjn0f3yvgcC8fOZR/XrJEm+C537N2IeDfGbdp2NctrmsYn6bWejHLHkr/F09miAOvVOdPKUeGyeYe18hj9akiRJfnQCHlHFJUmSJEmSPIqkdiZJkuTPSBBzon/qeMa1M2mYJ3kqedJ3y382tNeTTJIkSZIk356kdiZJkuTPyFNplPPMa2fSvnmGCBI8ZFmydY4vz5bd5bjURyw/5evWpa2Xsi5tefK6XD9FSpcalNBDUZe2RFmjH5WlMj1hFsiu10n0fST5gWkXyMf5kyTJT0Ci5z/lMTQhLYEmJqpwkEhPA4H0TllpEdYC73hHPRPoaces8v/UtQo61Ff/4/mJ7ykRibT/ac0Q/FTxuNqZ5JnlaXjaEmnC4+hEIu0qSjAXzJLVRasCQcLzyxJoZ1eNbdO4RPea3amCCXRLoPGPk4U/Oe/8CXjGtfOpuOVMWR50irnJluN+giQFEZEusTjddFPXKeZ2oEHOd8oQ2V9/F12Mi/ntrrt0GXHxaZkyTTLZbrvirr3cSl9YH8YHBQKLLfO1E6pj8RiBwGQVeiq13towDnOoYZZZ7g9+56abAoHe+vilX9lik4MOiniohxKveM09d31utXp18nW30kplevvUx6qdlyXLPPNNVmGHnb60T1TEJBNVmueKq9Zar1atwQZZajHY4AvfuKBYsWWWKFTogIOq7Jcu3f/P3n3G1pnlaWL/3cscxCBKokRRVI6lLCrnHEup8vTM7MzOhrEBG7ANY2HA8Bq79hiGYQNr+IO9n9ae7uqq6grKOeeSqJxzKIlUFkWRFMVwrz/w8m1ektXTqu4KqroPUVDp6L58wz3nef/nnP//eWabqY8+ylXYZbeX6owxylhj1Kmz3U4PPFCs2DxzJEt2wEEXXNJJJwvM1VVX51xwwEFETTbJKCPddTd2TS8MMsA887xUa4NN7imXL99Si3VRYLMNLrkkWYrJpphiqm22OqFMkyZ99bPSaqedsjemWpmtk2Xe1iRig7Vq1cYU9UcbZ7xPfBz0k846e9cHPveppzH1+2ZV58XOOB0omzb3mz5y5cTVb6dJM94EB+yP62NjlTrpeFwf7aqbZ57G1eSGhHTSqV3tbqHuHrSpf+uof3+boFxHglwpHSxqvBZ+xilFbzo6EiDMlt1OdyNLppoO+JT2Wgkdqd4OM8yFVuq0MEB/d92Lq5csUKBAZ1da1WVmyjTbTFts1RTrsylSvOcdm20NtEOSJFlqsQr3lcXGUFjYZJP019+XvlKtWljYMEMtt8xnPncjVmffRx8fed8JJ+2z3yv1uiu02kpNItZa77HHcuVaarFeetluh/POS5VqlplGG+WCC3bbq1GjUUaZYZrnnttimyee6K3EfPMkS7bXflddkyfXfHMVKHDRJUd8LSRkumn66+eJx3bEnBqGGmaSyRrU22GHe+4q1N18C6RLd9hBZ52RJsNcc5To45xz9seuabQxppoW49ONKj3XSy9LLNOo0XprlCuXJct8C/QzwBpfuupKzMljlEUW22Jz8N7pqqvV3nPZJfvt1aBBihRzzJUt23rrAv2MZiXf+T7xm0DVPV26lVbbZEMcp00wyR234vpTvnzddXfRxaAtLGysccoca9PHBrnuahyfZsjUoL4dz2Xr1E57I19+O22aVGnqW6k3t6Bjwdc/kfwS3Pmj43WmUWlSvWqjE9NRH+qIY8PCMmTEaRWEhAzS37U2WgfjlDrpRNw7fLAhHnkYxCM0O8r00z9wLKI5HlhquTW+CLg3XboPfGSv3UEsmiLVUkvVeWWXHerVS5ZsmuneMsIXPvPQw4ATllhmmy1OOyUior8BVlntllu226pate56WGGlFKk22eCOO3LlWmixEiUOO+iEE5IlmWa6EUb5xh077fRSreFGmGqaOnV22Oa++4oUmWeBVKmOOuK887JlmWO+rrq66UbgyDPRJEMN88wzO2xT6Zl+BphpliaNdtrhllsxh5FF8uQ55KCTTkiWbLoZhhvhrNP22OOVV4YaZr4Fyt2zyQaVKhXoYpm3pUqzxpcqlEuVapoZxhnnM58G84s++nrX+zbb5LyzIiKyZFtplTtuO+iAiIiQkNHGKlFig/WaYvyVJ98iS3zpdwHHhoUtsMg+e+O0sfrrr8oLj2Jq/M19Nk2JElfbaCG8ZbizrTgWCnXz0KM4nkuW3KE+QkcisJ1ke9Gm3ycJB+/1Pyt+xtz5k1JlH1k6Irq/7ID11rrjtnQZ5phjpNH22et47KU8zngzzHTHHdttVaPaQIPNM09ExA7b3XVXoW7mW6STTjGDnVMyZJhjrgJdPPPMPns1ajDJ5MAm5ZijHntsqKH66Q8qlLviiu56GBzz125Q76KLMmQGdirwyCN1XuqpOFila9SoVq1s2YndiDcM9bGf1r7ytWo99EChwmDV9aVaV2J2Ei0el/XqnVAmqvllmypVo0ZfOxKz+Rupl5Kg3912Sw9FJpsiWXKrfpsZ67cFrrlqn72aNBlvvNHGKnfPVps991wf/Sy00Cv1Nlrvnrty5FpkiSJFNtngoguBqvBMs767bUVRKFr2L1/vmNC/e7MUMt8EjC4dHd1QtsE6Gzz2RL58yyzRQw9bbHXJJenSg8nlSacdcFCTRuOMNdUUzzyzxTaVnuuvnzlmCws54KCbge1Usxf3HXcciVkGzTJDrlx1XjnkkJfqTFCqq67gqqvuqTDQAD0VoVlw6YpruumiWHFwH3fdkyI5sFiheQy98kqnDrJ3Evhpo2XxvPXOVGXsp1hxsBP11FN33NJTsa66oVlQ8LRTOsk20mhhYbVqHYrZ/E00Sb589erts9fTmFXkSKMCYbabbirQxVxzpUl3XFnMKjLNbLP10dfFmOVQvXojjTTdTBXKbbZRpUrd9bDMciEh66xxz12ZMs01zxBDpYbSfhDuTPDm94NxpeOi/6ns/7XdDjVqFSmyynKw3kblKuTJtdhixYrss99pZ6TEFuuGG+aWWzG7tFfGGG2C8bEJ766Y7VSJGabH3ulnXXQxZjs1U6pUlSodcViyJJNNlSUrsOx7rsooo4OswkceuesbJXoHu8ONGt11V65c+a0yaF6qFdW8+JnAm4Vq1VJjPy144IFGDXooCuYR5e555KF+BgTvyArlrsZs/gbG5itPPHbU19Klm2KqNOmqVNkTs4qcYII+SmKLIjs98lhffUwzFey023XXYwstC3SW77AjjjkuLGyaqcYa7axzdtqlTp1BBllikYceWmejZ57pLN/blukkW+dQ5wR3doCf1MS8xU8ygQQS+GHxnSfmPUPRsr9/zXP9D28WSb4JSHBnAgn8OPihuDPBm98PEtyZQAI/DhLc2THeiFT2HxoREXXqpEuP2/F+4L4cucGqVETEdVcR1l//IH34gguee2a4kcEq51mn3XZHbyVGGAUuOOeMM7J1MtscWbJcdtkh+0UxyRTDDHPTDdtsVaPGQAPNt9BTT2ywzmOP5cu32FJ58n3pc3d9E9sNnWiGWT73mauuiIrqqdgHPrLPAUcd06RJlkzLLVOj1hbb1KsXFjbGaKXG+tgnQXpKoUIf+cCnfqdCBZprh96z2nkXnHAqSDGdbpquulpvg1ex1MAB+ltmid/4rUceg666+Cu/ssseZ2KpPp108o6VXqq12Sa1aqRLN8c8gw2Ju8/xJphrvr12K4vd01uGW2Sx++7baosqz/XR1yJLJEu2y0533FagwHwL5chx3TVljkmTZqbZ8uWrU+egA+q9MsFEBbqgeRfwvgqDDA5292rUuOGabroHbRERDzyQJi2unqol1bKjGqc3Ct+DCEcoFLqFF2hCY1tCDYVCIfwHLEEt/iYajZ74815FAt8FjRrVa5DZqh6wziuPPdJFl6B2ul69K67J0UmJXsGxx2Op02OMkS4tll1y1DPPDPeWPvqIiDjksNvuKFRolhnCwr521BlnY6nxsxTr6YST9juoSZOxRpthuksu2Wq7ajV6KrLSclWqrbHWM89kyLDAPH309onPVLgvJGSYoVZY7lOfuea6qKgCBT70vuNOOOqYiIgUKebHdmg32qRefSxldYC55vq1j4N07nz5/tJf2BDLEqM5lfptyz3y0EEHNGkSFjbeRIMN9oXP1agWEoqlSb7nM5+647aoqG66+civnHHaQQc0aJAj1worpUqx1lrPPJUhw1zzvGW4zTa56KJkySaaZIaZzjlrnz3q1RtuhFnmqFVrh60ee6JEiTmxlP2TTrjqsjydzTJbunRPPXXUEcmSTTFNpsxgF7BajVFGB1lITzxW7p7e+gZ1/C3v3Fx5cdlKr9QJfYt+yRuFBHcm0Ar1GkREpEsL2qpVq/Rcd4VBdskLL9x2S6HuQVZSjRqnnJQlM8gueanWIYc0qDfeRAUKvFJnrz2eeGKgQcYap0mj3XYFKd7zLZQly157nHVGimTTzTTSKAftd9ghDRoNMdgSy1x0wXbbvVQrT77lVoiIWOsrlSqlSDHJFGON84nfuB/j0156ed9HvvKFGzE+zZJltXdcd8MRh0REYuVKU/XU01pfBbFksV5WWOW3fh2k93fSyUf+0l67XXFZVFSKFIss0aTJdls1aBAWNk6pCSb5xMeeeCwkpJ/+PvCR9da54JyoqELdve9Dd92xzba4+8yVF2TRZMky1wLDDHPQASeUBddearwK5XbZqTaWsj/RJBER++1zX4VeSkwyWbJkd9xxxmn58kyMtTVnXx6PxeZjghLEu+6qVGmgAdJi79c6dR57rIuucf2pVq1Uqa9VM/+TxM+cO39SO+YjS0dGj5YdtcF6V1yWItlEk00z3U7bHXNMk0b99LfSahecs9MOderkyrXMCiGs8ZUXqoIgY5xSv/HroE68p2Lv+9BnPgk8oNOlW26Vs061qm0LGW20LNkOORDUXeTKNcU0W2wK2sLCZpltrz1xtRj9DXDXNwGZ0CxUliHTc5Vx999NoYcexLXlymv3uW+rH+64Bq79Z5vemOKMiKQ/0rszRUo7r8aO2miuC4y0qZcp0MWT2EJBC4YY4lIbr8WBBrnjdtz3Wai7bNmuuxa0ddLJNNNttTU4V7p073jfRutUxr7TFCmWW+WaK844LSoqSZKZZivQ2QbrvfQyqPOaba7PfKLcPSEhffXzvg/ssdtxZRo16q6Hd7znqSc226hKVaxu9m3dFFpvrdtuSZNmhlnGKZUUSvpuK5fFoWjZf/l6x4T+zR9evYwRZGk0Gn38Lf++BP+FZoKciP8QjUYnvt5V/LwwpnRMdEfZDmusc0+5bFkWmGeAgdZY67IrsRq2URZZaIedjsX0GLor9J53XHPdDru88kq6dIss0EmOL32pWo2wsKGGmG2mX/tt0Ifz5PrA+9Za536Mv5IkmW+ua6675npwnb2V6K67rx0N2tKkmWqyXfbE3dM4Y51wMo7TOuusSlVc/XBYWLr0dh6seXJVeh7XliYtbuy+Ljri2D8VSR14xP6Q6EiHIFNmu+eZKjWocWxBi8BnW9/lfvq70ep7h1KlTrSpmx1uhHvuedaqbranYkWKHGvVR/LlW2hJXN1sliwf+ZUtNgeaH2nSrbLKffcdsF+jRilSzDJHbyW+8LlKlZIkGWOseRb4yheuxeov+xvgHe856YR9sdTkHoqstFq9VzZY77FHcuVabKlixdJDGT8Id/5TvEmCO78LxpWOi/6u7HMbbFKpUhcFllsmQ4YvrXEvVj8803TjjPOFLwONjIEGWG2VXXY55rgmTfLkesdq5cptt1ODhlj9cvPk8nNfBn24WE9LYxsVLTXpadK8Y5Wttsf5oY9X6rH7wQIe5MnTWx+nnQraWnSM2uox9NXPLTfj+Ctdunr17WLEdOntxnSGjEAzogXfFou+yfhTOb6jZ5cr1/M276IMmeq8jDtXkiT58j1uFYuGhIwx1gnH446fbqajjsS9z8YZ76EnbrXqI331MdQQW20PeL6brlZb6VO/8yz2Hs+V46/8yl77nHcxVgufaZWVXnppky3q1EmVaq7ZBhvsdz5XrkKyZOOMtcgCm21xymkR0dj4WOmaG7bFNFR66G6l5ZIlf/dU9p85d/6kJuZFpT2i/7rsX7YLElKkamgTEHwfAdIvARFEhb2e5MmPg7CmN+Aqf3y8zljo6LNp0vz3oX/73QiyVyha9l+93jGh/+ZPnpj/P9gTjUZ/G/v7ZcyKRqMVr3clPx/0KC2K/vOyf9GuvaNJV7IkjT/yZDCBFkSE31zTmjcef+xi9rchSZL/MfTvfxDu/Kd4kwR3fhcUlRZF/7YD7uy4b4RE2rT9kLFoIiZK4A8hqvmN8mPF9x3FG3+IT/8hwZ0d4ienQtb2S0W7STkSk/IEEojhdcZCR5/9U3YQvye7tCi2hUKh46FQ6F918O89aSWLz91YWwJt0BGfJiblCSTQjI748HV2ADsaX380vh/LnwR3via+7e3Zcd9o3/ZDxqKRn17InsBPDKEfMYOhIz78XjIqfubc+YYXGiSQQAI/Ol6/MqJLKBRqrbbzH6PR6H9s9fep0Wi0PBQKdcP2UCh0KRqN7mv17x0tBydW6hJIIIE3C6/Hnf8Ub5LgzgQS+MWiZXD/Igb0z5g7ExPzXxjCvDH7ZVFvQsL9LxzfTYTj8R9KK4pGo+WxPx+GQqGvMAGtCfIuMcWwZhSj/LWvIoEEfnS8SYycwJ8Vr8+df5A3SXDnzxtRv5ApVwLfEc095BcQNf/MuTORF/MdEeqg8/+xbQgUFVujux7t2nrp1e53dNFFdhtP30yZRhsb15Ys2VJvS5YStIWFvW2JwphXbAsmGm+KyXHn6q3Er3wUp+qYJ89/7u91i6mBQppUH3jfCMOD40NCpphsmSWSWi1t9VTkb/2NjFaqzRky/LVf6dzKfzMkZIZZesf8wFtQqLtS49vd53QztMVwI9p5xnfSSUqr59Fyrtaqvy3IiSnqt0bbY3/x+DOnsodCoaxQKNSp5f+xAOfafGwd/jrUjEl4/kuukfw5oCOV2JQO2kKxn7ZoUfJujUEGdtA2qN0YLtRNcZuMtGzZ5pkTd65Uqd73nixZQVuSJG9bpp9+cdc4XqlFFsZxXy/F/qW/k93q+Byd/Ct/r2er86dIscIq45S2On/IcCO8bUXc7+yss7/yzwK1e5qf5Qqr5cmLu6e3DNdLSVxblmyjjI5raxEbaoueits9+2TJwh1sXbS+nj/U9m3vx18E/szpmAnu/LkjJNzBxLxtjINAnfufakuSFBcfNp+lWTG9LcYY2268jjAycClqQZGeRhgZ15YjxyrvxPF8mjS/8teBF3vL9Sz1ttHGxMWSo42x2jtx3N1DD//afxYXp2XJ8rf+ToneQVtY2DwLTDAp7vr76GuFVXF8minT+z6U1irmDQmZZU67++yuhx6K4tqSJRtiSNtHZ5BB7do6eme1XG9bdNhvLXYAACAASURBVBR3JnXAuyG/sIn5z5Q7f1Libz1Li6L/R9n/7nyr5xESMt0sB+yNq1WYYKIrLgfKwNBbH511dtLvFezz5JtngbW+DBS6M2R434e22OyB+2hRx16pQkVg05AkKTY57O1LX6jyXJIko4013wJrfBmouQ40yDvec8rJQM21lxIrrFLvlY02eOShrrpZapl8nR2w3yUXZMoyz3xFerrnrgP2i4qaappeSjSod8ghlSqNNFLfWBB4yy03XddLiQGxILROnYsu6KRT0Abl7qnXoERJMPBrvfRClQIFAWFGRNSokSEjjkRbVJBbt0ViP22D6kaN7drqNUiWFEc6LcqVrQO2WrVeeKGrrq2us9Y993TXPSDHV7H7zG51nw3qHXdcgwbjlMqUGbNbOuyxJ4YYarDBIiIOO+SWmwp0MdtsKVIdc9QpJ6VKM8ssffVzQpkDDmhQb4SR5pjniku22aZGtW4KLY/Zuq21xjNPpUk322wDDfKJjz30MLDiWGm1T33sm1ipSrMt3HuOOOKSCxBYbISEHIz1BZoXJSabYr21QS1PihRLLLPFprha8fEmutpmfHRWoLN811qpxzerE4+zIrTyu4lw9A1Fy/7t6x0T+ttvF+IIhUL98FXsr8n4OBqN/s+hUOjvIRqN/t8x24r/C4s021b8bTQa/UUb0RaX9or+m7L/zv0Yn9HcNyYoddDhoC0kZKF5dtsX118mmeiee76JuVRAH70N1N9OewLuLdDZKit86neBhWK2bH/pI7vtccU1UVHp0q20XK1a22LOGb9Xcx3kd75w3wPJkoxXaqEFttjmpJMiokZ4yxJL3HY7puZao59+llqEkO12+MY3uulmkQVy5LjgguNOypBprlny5atWbb8DGjWabLIusSDwnHMeemSoIXrEFkQrVbrmhh666xkLuCIibrktQ3rwOahS5ZVXgV0RzbxXp06mzDie64j7Wp5n2yCsI+5sUN9uIbdGjVQpce3PPdeoMS7QfeaZJx7rpVcQmFeqdN21WFjZvCBQrdoJZdJlGGucZMleqnXAfnXqTDBJoUKv1Nlttyce66OPyaYGdkvXXZcnzwIL5cqz1x6nnZIkyRRTjDfRAfsdilm49TfA21a47GJgt5Qj19veRou7youY4u94pcb72K8DBfduCr3nfZ/7Xdx7fJm3nXU2eDfDMMPk6+ygg1p2HTvpZIZZNtsYfB8hYfNi1putFegHGuiRxyo9C9oyZSrS0z8L/e0Pwp1/iDdJcOd3RZ/SvtF/Vfav1bRyIciVo4ceLrkctKVIMdssO+xsNX5DFltsv/2qvAg+O8UkL1Q72yqW7aefUmOssT7oW91086H3fep3HsQcLfLk+UsfOeGUo45p1KiTbCutkCRsg7Weey5Dhjkxu8P11rrmasyabLIZZilzLGa32GiEkWab67nnttvqmaf66hfYHR5x2A3XFSgw21zp0j3wwFFHpEs31fQgnjrhuDovjTEuiMcqlKtQrq/+8mMbLK/U+cY3sbjj91axTzyRJClu4bBBvXoNcYueLe1tua8jjuyITyMimjTGHR8RUatWuvS43/HEYylS4ybLFSrUeam3PsHv7eg+H3jggvO66mq4EcE9HnZIsmTTTJctW6VKu2N2aaOMMdxwL7yw3RYPPNBTsXkWCGGLza67Jku2eRboq6/NNjrrrBBGG2O+hXbb6aivNWpUqLt3vOtqK3eVNGnmmytXji+t9dJLISED9DffXP/oYy9i/TZblve9Z70NgZVxWMgss9x223U3gmfTU5HeejvUKrZIlWqO2bbaFqe7MMUkZU7E8Wl3hV6p99+G/usEd3Z0PT+liXlpaWm0rKxMtWonnZAhw2hjJEsWEXHJJbVqjDAiCDKeeKzCfb31DkiiQb17yuXLD3zEaQ6mkiTFDf5vm1wmkMCPgbYvnYiI557LkhXn21vuniTJgV86zX6WVaoMMCD4bIUK37ijtz7BZ5955qwz8uQFWQWhUOi7EWS/ULTs373eMaG/+qcVMhN4PbRw5wMPXHRJN10NMwzNE8MzzkqRYoS3giCj2f+0yiADpcZW5GvVeuChQoWBF3lLH8yQEbeI9m2TywQS+DHQljsbNapSJUdO0N6oUbm7cuQFE4OISMxHmf76B/35huueeGyIYUFs8Y07brihWLH+BsAPxp0J3vx+0MKd191wxx399VMSyyypVu28CzrrbGDs+46IuO66CAa26i+VsZ9ixXH97bnncuW265vh2E8CCfyY6Og9XueVl2rlyg3a69S5775uusmUiebY4pprsmUriWVZREScd8Er9UYaEcQWF13ywENDDQ5i0QR3doyf5MQ8gfZo1Oill7JkBQPllTr33NNF12Clr169885Jl26wIcLCGjU65qg6dcYplSNHRMQRRz30wCCDDDMUnHDKFVd01tksM6RKdc11XzsqWbJZZihU6LEndtnlpTqjjTbKCHVe2WmXhx7qpZdZZggLO+Gkiy7JkWOeObJkKVfhoMPCQmaYpquu6tXb76Bq1UYZpU/s5XjVVbfd0kefYHe8Ro0LzuuscxAgIfCl76k4aGtQ75X6DtPVE2jGn0SQ//Ca5/rozSLJNwEJ7vx21KvXqDEIJuCFFx56pKeiYLGhSpXLruiqW8A9NWocUyZJsonGxzy7XznggBq1xhmrWE+NGh1wMFgknmQCxHHfXLNly3bDTYccjmWDTVWiRKVKu+xQrdpbhhtjrIiIffYoV66HIjPNkizZZZecdkq2bDPNliVLlSqHHBARMckUnXUWEXHaKU89NdyIIBh65JFbbijWK0jFbNTorm9kyY7LAnilTkRERqtnl0A8fijuTPDm94MEd347XqoVEo5bkH3isRdeKNYrWGyoUOGub/TRN+CPRx4644x8eUYbKyysUqXDDoIppsmVq1atvXZ74YWRRhliqEaN9tvrnntx3HfSCWedkSXLHPPky/eNOw7YLyJisin66a9GjV12qFJlkMHGaR42xxx1y02FuptmumTJKpQrc0yGDNPMkC5dg3pHHQ2yL1sW5u6444H7BhkcbPrVqXPPXV11i9txr1UrWXLchkoC8UhwZ8f4yU7Mn3gsIhoXJDzxxDNPlegddPZKlW67pUiRrrG66Vq1zjgtW7ZhsR2iloFWr16p8TrpFEtzPuKxx4YYYrAhIiKOOeq6a7roYpY5UqU65YTjjkuTZqZZeilxzjn77VGvwSijTTPdTddttcULL/TQw9tWqvHCWms99VSGdHPNV6LEp37rkUdCQgYZbKm3fewfVWguW8jWybvet9N237iDltrtqZ566mIs9RkKFBhsiEMx0uP3KdEH7Y97zoMNddn1OGuDLFmaNAXp5S3nKlQYlx5Lc937N3GuAc31Mi+8iEthSZIkTapaL+M+21uJ27H7acFAA1xtlWJNc7pLjUq1rVLMsmTppcQlF4O2FCnmWmC7LcE9JUmywkr77ffIw6BtngVqVDvkoIhI8IwGG+Irn6tUKSxspFEWW2qdNS67FHtuQ6y02gXn7LHbSy/11c8yyzVosNlGDzxQqNBiS+XKddhBF2KlBXPN11VX5e456ACYapoiPTWod9BBzz2PLUr0BddcddMNJfoYbDCaV/HPOSNHniGxxZeIiKuuatJkkEHBC/Opp554onerMdOg3kMPddY5CLi/M0H2D0XL/tfXOyb03ptFkm8CWrgzIuKBBzJlxmUL3VOuXr3erUpZKlR44KH++gWBx2NPXHZZd931j5XMvPDCMWVSpZpgglQpar10wEEvvTReqSI91Guwx14PPdRPX5NMjE0u97vqmnx55psnV66DDjnuhCTJpplqjFGO+Np+B9WrN9ggyyxx0WXbbFOrVp48KyxXr94a61SrliTJJBOMMMJv/FaVKjTXjb9jlY99GpRzJEu2zFKHHPLQo+DZDDJQk6a4VL106YYZ6oSTcc95jDFOtmkr0sN9D+JKrZIkSZeuRk3cZ3voEfB7C3rq7r57cW1ZstodS3NpVut0ahhssMutUm5hqGGuuBzH8T31VOeVJ35v05oj12ij7bcv4O4MGVZYbb01wTWkSfOeDxz1tauuiIpKlWqJpWCrLV56KVWqWeYY5i1f+cI9dyVLNt4Ec823xy7HNffTkUaZb6Fy5bbZotoL/Q2wwEKwy0533dVNoXnmy5LlkotOOSFDltnmBO+dg/Zr1GSyyQp0ERFxximPPTbMW0HK/gMPXHdNkZ76xPRLGtS75KIs2frpHzybCuXq1MWlstaq9cxT3XQLUmR/KO5M8Ob3gxbubNTovgc6yw8W8SIibrsjTZqiVqUsN9xUo8Zgg4MdwTvu+MZdA/QPFsEqVDjnvAIFRhslLOyppw45IixsmilBH95lj2o1xhhlmKFq1dpup/vu66mneeaC7ba7GtulXGCeYsV22OaM0zF9iHHmmGuPXY44olGDIj2t8o7LLtltp3r10qRbYKEUyTZY75VXsTTngSab4lOfeBWLBzNlWm6Vdb5qFY81x6IXnIsrmeuii3QZ7raKEcPChhjqgvNxz36gQa66EteWI1eN6jjuCgvLkNGOE4v0VN6GO7vr3i5mTZeuSSTOejksrIce7rU5frQxTrXh+FHGuOKSl61i2d76SJcexIfN997VNNNstCEonc2R4yO/ssZXQclNtk4+9Bcuu+iww5o0ypLlbStkyLDOWs88lSnT3Fi5wiYbXXZJihRTTDPZFKedCUq1RhtthmmqVNlmh2ee6a+fWWYKCzviqBtu6Kqr2WZKlapChaPKpEs33TSZMtRrcNRRdV6ZENvIo7nPV6gwyMBgXlat2jXXddMtGB8tYyZFSpx2y3PP1ajVXWHApwnu7Bg/qYl5r9KS6Nayzb7weTCAkiV72wo7bAtqIWCscR64Hzeo8uTpq7+TjgdtYWETTQ5W6Vow1DCXXYoLprJle+VVMKBakCvP81bEA/nyPWsTIKVI7dBz/aeGJmFvgt55WNOPepUhoXYepUmS/mjv2lSpcXU10EORijZCjn30ddutuHN10dVLtXEvogwZeusTtyiRJMksc+xuVfcWEjLHfMccCSYqMNJoEU3OORu0ddfDRFOUhsZ9N4IcEIqW/W+vd0xo9ZtFkm8C+pT2jf667Ne22h70gyxZllrsK2sDTgsJWWCegw6rjtWIQx99ghKgFqRLN8hAZ1r1FxhjtJNOxbUV6+me8rg+nCxZSKgdn2bKjFts+7a2lgWnnzciwr8MuR7JkgOtkhakSGnXP76NY/PkxU0AYJDBrrRZlBhksOuuxf2OQt01aoxblMiUaZTRDjsUd42LLLHNloC7Q0LmWeCs03EB/3Aj5Mm3MLToB+HOBG9+PxhYOij6D2X/i1NOB22FCo0z2uZW9bIpUiy20CZb4vrxRBOcd151q3d1F12kSFbRqr8kSTLIIBdbvb9hsIEut9JDoOONjhbhy3hOjMiUGqcX0nKtbcdVAm8uOnoXpslut+mVKaNdW1Lsp3UsGhJSrGecpgwdv9tHeMs1N+IWJXroLkuWa64HbVmyTDfVNjuCa02WbKUVttgSjI+QkPnmueWWvwn9dYI7O8BPamLeo7Qo+s/L/k7Szz4Y+/EQQTQxMU+gFaL4n0L/8N0IcmAoWvZ/vt4xoSVvFkm+CWjmzn/xY19GAq+NX87E/OeKf/8DcWeCN78fvNncmeCPXyLepDj+D+EfQv8+wZ0d4CepeBaR8HFLILE480YgRAeuHQkkkEACCfwhJLgzgT8RHdmnJfDzxy9+KeZnzp0/yYl5At8fwvyRidg/Nt6cK/1Fo8VPMoEEEkgggT8eCe5M4E9E1Ju+Z5pAAt8BP3PuTGxM/4wQ6oCi23pANre1X2pqqV9qi9Yqky0ojInstUaWrHbHh4WlxIRRWqO1KNXv29qfJ/QaI6+ja0/gB0ALQb7Ofwkk8AYgqQOebK1O3IKOOA6BKFRrdNGlTUtYN93bfS4jZlXX/ne25/NOHXBnmrR2bQmO/InhdbkzgQTa4E3aOU3vgNOyY6KjrZEipR1XhYQ65N7CDrizQEG7tha9k47O1RYdce9PzU459EvPlPiZc+dP8JJDf9JqQUeCXR2JcHUkRNMycNse35HQWz/93WglfECzSmO5e3GiGwW6yGijUJkl2xRT7Wwl1JQu3bs+sN7aQGguTZrV3nXRBWecFhGRKtUiS2TJsiGmTJwixXQzjVNqjS/ddEOSJGONs8AiRxx22EENGgz1lsWWeOSxzbZ45pleellqsRSpdtjphpvy5Vlkga66Oum0Y45JkWKmGfrpq0KFXfZ46aXRRhtrtDp1ttsZs0srNsdsYWEHHHTJFTlyLDBPFwVOOOmIr4WFTTXFCMNddtVOO9WqNcRgC8z30EMbrffUEwUKLPW2dBm+8oVy96RKNdV045T61G/ddguU6O1d71tnTaAinCnTCqtcdMFpp2Lfc8hIo+TJs9/e4LvvpJPJptluS9AWEjLV9MCWqAW9lLivIu57T5EiVWo7FdECXeIEiGheqHjueVxbWJLIH5kx0JFYUkfj4NvwJ1P8zzil6E1HR/3gdfpGRzyZISNOCIaOOZZmDmsrTNSRq8NIw511Pu66hhisXEWcgGFPRbrr7rgTQVtnnS20wFfWBK4SOXL8lV/ZYJPbbqN5TH/gPXfdtdte9epjSrhLdFbgK2s89Ei6dHPMMs5YW2x1xjlJkkw03gzTXXLZLnvUqfOWoeaaq1aNzbZ65JGeelpkgTRp9jvgsqtydLLAfF0UuOyyQ47E7NKm6a+fJx7bYbsaNYYZZoJJXqmzw3YVKvTQw1zzpUq1314XXJAly1zz9FLiqK8dcVhUVKlSk011wQU7bVerRm99LLPcY49ssF6lZ7JlW2SxfAW+8JlHHkmSZISR5pjnN/6/QOyss84+8JH11gXvsiRJ5pjrppuutRKvKtJTkSJljgVtKVJMMMHBNiKsw41w3rm47z1Hrheq2vXRjvpdjlxVbbgzTXqgJt2Cb+vzHbX/oKKDCe58o/Cn9o106XHONzRzVWuOa/lcvfp2Tg+dZKts1d9DkozwlnOthOtgiimOORYXk4w21mOP4mLRfvobYKCdtgcxRJEiK6zymU888QR0U+gv/bW99jjtpCZNCnTxrvc899xmm1R7IVeupd5WqLsN1rnlpkyZ5pjrLSMccdgxR4WETDDRJJPddTfGfdUGG2KW2RrUB9zXXXfzLJAu3TFHnXdOlkxzYi43N91wwAERTSaZbLAhnnhih22qPDfAINPNUK/edtvcdUeBLhZarJNOdtvpnLPSpJtllmGG22+frx3WpMlbhltokdNO222nl17qqpsVVqr03MZYHJ4q1XQz9dHXZ60cQnopscxyH/vHIM5Lk2alVXba4XGreHCkUZ55Frgw0fzeKlbiYitF+yQhw41yypm4772X4naCbilSNGnqQDyu/bs5S6aaNiKsyZI0/gnZq68Tb7wWfsbc+ZMSf+tX2i96uuy0T30cBG5FevrIr3ztsCMOa9QoX76V3tGgwQZrVamSIcMCCw002FpfueG6ZMkmmmy2OQ7aHxz/lhEWWuiBh7ba7LlKvfS2xFIpUuy03S03FehivoXy5bvskjLHYnYws3XVTY0a++31Sr0JJgSesOec88B9gw1RHPPTfu65667qrkdg3RIRcV+FNOlxq3yNGkVFOtztTuDPh3r1cTtQzXYp93XSKdjVj4i4FLOlG2JY8GI+5YTnnhtpVGDPc1yZu+4oVmKcUmFhJ51w3jnZss0xT44cF5wLbO0mmWq44W64brttatQYZJD5FnjqqY3We+yxfJ0t9bYcOdb40h23Y4sS00w02RpfuRib2Aww0CqrHXIoWJDJk2+lVapU2WyjWrWB7cYQwxSHen43EY6hoWjZf3q9Y0KT3iwhjjcBg0oHRXeX7fGp33niScyeZrDVVvnKGpdcFhVVrKcPvOeSy3ba7ZVXOsu30nJp0qyxzgMPZcq00HxDDbXVVmedlyzZZJNMN9U55+y2zyuvjDDcXLPVqLHVNo88VqKX+eZJleprR11xVZ4888yRJcsDDxz2tRQpZpgW2Fced0K1GuOMkScPzZZDFe7rq498+Wgeq+Uq5MsLrN6gXoOw0E9uh+PnhIiIRo1x3PlKnQce6qJLYDX1Sp1LLuokJ7Ahq1fvmKOaNCo1QaZMDeodcEClZ4YbbqDBMR/jfe76RqFCs8yRLNlhh5x1JhbsN1tFHVfmsIOaNBmr1FTTXHE5xqfVQWD8wgvrrfHYE51kW2ixIj196XPfuCMsbIxx5ltgjS9ddEFUVA9F3vehE4475IAGDTJlWmypsJCRodE/CHcmePP7wbDSt6K/LfvERhvVqJUi2WSTTTTeb32mXLmQkCEGe9dq2+103HGNmvRS7D3vqHDfZltUeaFAgRWWyZNnnQ1uuyNLpnnmGWaIgw4pc1xIyGSTTDTBXffsiG1KDPeWaaZq1Gi3vSpUKFZslhmSJbvqmjPOypNnuqlSpXqp1jFHhSUZb7y02O7yTTc8V2mIYcGO80u1HnmsULfgczSPzWTJgZVVAn9+dBTbV6v2zFPddQ/aK1W66YbueugRsyGrUuW4MpkyjVMqWbIXXtgX46TJJipUqFatnXZ55pkBBphkonoNdtrlltu6KLDQfNmy7bbHGedi85oZRhjuoEMOBnOlYRZb5LLLttqmWo1uulpphUaNvrLGE0+lSTPbLMMN84nPfOOukJDBBnnHal9Z44KLIiIKdPa+d11yxfzQ3AR3doCf1MS8tY95Agkk8MPhO/tJDgtFy/7xNc9V+maR5JuABHcmkMCPgx+KOxO8+f0gwZ0JJPDjIMGdHSOxrfA9oFGjKlVy5AQ7Nw3q3XBTnjyFCoO2U06KYrQxUmM+6Acd9EKVUUYp0Ue9ervtcl+FIkVmmS2Knba74opOss2zUJEi2211xmlhYWOVmm2OnbY7GtulKNIzSI/fY5d69TJkWGyJJCnW2qBWrbCwkUaYYpLf+CRIwemmq4986HNfBh7yGTK8a7XzLjgZSxFPkmSmGXLl2miTevVCQoYabJ65PvaJx7E0qWI9/cpHttrsgvMiIrro6n0fqnDPdtvUqpUnzzLL5etsvbXK3ZMl23wLDDbEIQedckKSZNPNNNxwDzwI7nOc8YYZplGjo772yCODDTbEUPDAA1dcVqRIfwOC7/Km6zJl6RnLfoAaNZo0dViD/4vCz1yEI4EfFvXq1aiRKzfYualR4xt3dVcY7KJXq3baGdmyjTBcWNgLLxxwUJOIKSbprLMqVbbb6YUXhhpivFIvvLDJFhXuK9TNEoukSLHOBjfcDFLZh3vLl7FsA5pT61dabottTjqlSZPO8r1rtetu2GufBo1SpJhtps46W2OdOnVCQvrrZ4F5cXyaL89f+Mgm692JpdynSbPCKvfcc9hBERFJkkw1XbFia32lRo2wsKGGWWypz/zW3VgKY299fOgjBx101BENGhUpstq7Xnhhsw2eeaaLrpZ5W4ECO+xwzVWddLLAIsWKXXXV1w5LlmS6mXoqVqfOAfu9VGuc0iD764br7rlngIHBDs9LtW67ratucRlhzz2XIiXYWf/FIsGdCfwZUeulBvVxGj5PPfXQA731lhEbbw88cNUVPfQI4pwKFcoclSHDVNNkyFTunn32atRoookGGuyeu7bZqkqV/vrHMvue2Widhx7Kk2eJZXLk+tLnyt2TJNkEE0w30yc+dstN0FOx931omy3OOyciIlOWFVa6r8I+ezVpEhY2wSR99LbGV0EpQLFellvpE7/x1FM0lwV85Fd22eVarIQxTVqQMbPbTg0aJEs2zXSDDPGFzzz1NBbzjrLEUuusdSnmNz/QIKusdslFu+3y0ku99fG2FZo02WKTB+7rptBiS+XIcVyZiy7oJNsc8+XK9dRTRxwKSiJz5IiIOOesF6qMNDrI/qpU6b4KxXrJlo3mTKVKlTJlSe9AQ+QXhZ85d/6kdsxHlo6Knik7rUKFnXarUWOEESaZoFq1TbZ46KEeiiy2QKpU22x3yRVZMs03Tz997bdPmaOiokYba465TjsV1If0VGyFVR57bKP1nnsuS6ZFluiqm9/51CMPJUky0mhzzfOxX7sXC3y66OqDWDB1M0YyKVIsstgNN5x3Lrin/gboqqsjDgdt6dJNMNE+e+Puf4yxsYn677+TAgWeeRZXHxIWFhJqV1f8x9bSfxuaXcN/nDSmEEJ/gm95R/UyBQqCGqkWdNZZpcq455mtk3TpHnsUtKVLN1ZpLOW8+ftIlWq5FTbFUsFp/t5XedcJZUGdZbJkCywCO2xTr16SJFNMNdJon/vUI4+EhQ03wtuW22ijc86IiBpggFVWu+qqHbZ7qVZ3Pay0CiEbrHNfhVx5FlmiWLHd9jjrnJRWKUlXXbPLHvXqjTHKFJNj6cbNdU0lepkXSxFNCiV9t5XLt0LRsk9f75jQiDdr9fJNwJjSMdGTZSddctlBh0QxzRRDDHZPue12qPLCYIPMNstLtTbYpFyFLgostUSOHFtsdcklqdLMMN1Yo+20yzHHNWkyzFBvW+qkU0EqfIECq61Q5YX1NngRq7ebbaa++vrEp56pFBLSVx/LLfNrHwcLc1kyveddW21TEatpDgmZYpJyFW7GdCNoHtNFejjbimObA6qRTjkV90z66ONWq2MhXZq6NjzR8jva1uAlCWtq0xbyZ9BkaHfu785734bXqevr6N470lXprU+g4dGCXko89iiu9rurbjrr7LJLQVuOXLPMtsmG4H2UJdsHPrTO2oB7M2V634cuuKDMMRFN0qVbbKlMmdZZq9qLWD3nDGOV+sLv3HZLkiSjjbXYEvvsDWpEBxhouZXuu2+LTZ6r1EORZZZLl26rTW66FdNAWaREiWOOKnNUkmTTzDDMMBUq7LZTjRrDjTDRJI0apYXSfhDuTPDm94Nx+Xk22QAAIABJREFUpeOix8qO+dpRZ5yVJcscsxXp4aJL9tqnUZPxxhmvVLkKm21R6bm++lhikVdeWW+ju+7JlWOxRYoUWW+jSy7FNCommGm6rbY77oQmTXor8a7VTjsT6F5ky7bcUvUabLDRS3XCwsYZY5RRfuuToA64iwKrrfSxT1WrRnNN8FKLHbBXZUyviOYJZpXnHngQtKVLV6h7u3HdEXfm/f/s3WdsnGm2J/ZfFYs5iZIoSiSVc05s5ZylznF6ksPu3WsYsOFdG1hcLzbYvsaFFwYM+MMai/vB2DXundDTPZ3UymrlTOWcJSq1REmUKJKiSKrKH1h8h0WWZlpqSS2p608I6Hmm3lD1nvf/nOc85/yPInc6cMLj1Nw/s1rjp4zkc8H31/FJpiPQV38X42uFNow2JghItGGEkW64keCL9tFXmb7xeb31eiV6WGKJT30W6Bh109Wv/cpy3zjrnJiYQoU+9qEql2yw0YNAV+UNRbr4oy/cVC1TpjnmqDDBciscc0xIWIWJFprvoMPx4x8YZoillrjnnm+sVO2mXnp6PV6z/62NTjghX56FFipX5qSTtsbvf5qpRhiuVq3CUGGKO5PgqSzMQ6HQ/4s3cCMWi42Kj3XF79EPF/BRLBaredQ5oFdFaexfV/4bV11LGM+W5X4SMZewcKeXJU+m+x3ECx4lTPR98bIQyg9FDNEfTVEhJiz6EmmMPj0kmwi+r83FEJHdyb676JIwKZNcPKlVOT/i34X+zZMR5KhQrPLTxzsmNPzlIslniafJnX9T+a/ccCNhPFlw6lHBumTjyQJePxU+fD6ICr9U2sovPpLZcTLHmuTcmycvWOS0obvuCSJNkC3HfQ3+NvR3z4U7U7z5Jzwt3qSVO/+7yv9eQ4e5sVh31R2eea7cToKuj+LDZDb3KNHhZ8GnIQ9T1eKvCKJCYs/haSaz2WQ+wKP4NF16guAgrcGjmx18kLZ36+9Cf5viziR4Wk/6PxHfIvwT/gbrY7HYYKyP/++/iI6LcnRalNOqnN7ZMGLBTmZ7/JBFedu1Unj2+Km6p8kizo9jc01JdgA7LsrRaVHedu0HP+T9SLVL+6H4T54Sd3ZclKPTohyPzKBJNt5xQibFhym82Ehmx8mcSJJzb8dFOTotytFpA+Cx8Yq3/HnG+E+eEm+i06IcnRbl6LQo59F8mMzmktnms+HT2E/Wn3oV8bzaoyWz2WQ+wKP4tOOiHJ0W5SR/tx4Lrzh3PpWFeSwW20y8yONPeBv/Of7f/xnvPI1r/Tn85Hv7veRIPb/HRzReBPCjIu0x/6UQ4EXhzhRSSOFHQIo3nwgp3vxLeAH8ghRSeJZ4hbnzWcYSSmKx2DWIxWLXQqFQj2d4rRSeAlLL4pcVrf3YfxS84iIcPxJS3PmTQZgf0CM2hZcYKe582kjxZoCYlEeXwiuLV5w7f/QSlFAo9NehUKgyFApVNlT/sNSwl4mG0pKEcdKlJ/1cqMOiKyycVA18pFGdxqaa1um8E72mZ1w5tw0DDTLT7IRrlejh134R9L+EfPn+mX+qh+JgLEOGD7xvpBHBWKt401QLLUjoi9lbuY99lHBPOXL80sdyZCccP9tcBe0URqFMmR4S59uIiH76d/ruffTpNJYbV7hsj46/718af5EQ/rGtPpXK/qPhaXLny4Rk72Uyldpkqt+ZMjtxb0RE3w5cERY2w4yEa4WELLZIntx2Y8w03VBDE44fbphlliRcq6ee/on/OuH4fHn+yl8HSua0zgNvedcooxOuPc548y0Uasen3XX3rvcTrhMRscybCX3GYaxxsttxLK311IVxpfv21+rejt/b0CXeQ749Uv3ifwBe8XTMFxmvPneGvncGYjK/s0sHTqBVr6Qj9+bL7+SLZskyzvhO13jdmwnXSpPmHe8pbufPhYTMNc8EFQnXGmGkd7ybcHyJnv7KX8tvd/0cuf4r/1Sp0oTrLLa0k3880CCzOvi8uXItsbQT7083s1N/93K9O/12EZEEf7kNeUn8zmSfe5TPGf3xl2ovFl5x7nxqquyhUKgflrcT4jiJOfHIZS9sjMViQ//MKfSqKI3928p/53K8DVcbChWoi7enakNERBeFneoXxhvtUAd13vHGO+xwQn1PH3098MD1uAowrWQ0ymjbbA3qfrJle8PblvsyqNFNl+59H9hhR6BmGRGx2FItmn3briXDdDONMNLnPnUjrvQ+UYWFFlljjUMOiGG00ZZ63QXnrbNWgwZDDLHQonhrtHVBu7R55suU5aSTjjqkQBezzJYhw30N9tgjTZrXTAqcs/POqXXXMMNlxgmhXr1qN/TUKyCJR7VkaNIsLJTgiEXjfx2dsxYtncYaPZAhPYHcatVKkya3naN6yy316pUrDz573XXXXNHPgGDCuOaq447poSRwYK+5aped0uOKvQUKXHXFxrh69AQTjTXOFZetstJdd/TWx1Kvu6fWV75U7Ya8eMugEiU+9YlrrgpLM8YYCywKFPpjYrrp5mO/sNIK55wNbGGBRa66mmCLffXT3wCbbAjsK0uWueZZbVVCveM0M+yxW3O7+u9SZWrVqnMvGEuXrqfeLsRbLbVhuOGOx9t9tKFEDzdUJ9S0RUSEhf0vTyr+Ni4Uq1z7eMeEerxcQhzPGk+LO/915b911dWE8d7KXYp3k2hDgQKNGhO0NyIieitPUEAPCZlssl12JdjMayocdSxBz2OAAdKlOxlvLUbronGqyVZYFXB3njw/95E/+sKteCZqjhw/86GDDjvggKhonHeXyZDha9+oUydTpvnmGm2UL33trHPSpZthmplm2G2P7XaKiqowwQzT3XEnaJc21FDTTQV77FWlSpkyU0wSFnbLLQccUqjQBOMCYbATcXXxYYYFnFSjxl33lCsNuK5Fi7vuKlSYwH+NHohI68SdSODDZHwaFdWkSYaM4LNRUXfdlSM74HJa+Y9QwiL/gvPuumuoYQHHn3ZalYsGGhgENE847pgjChWZaZYMGY47Zrdd0qSZYZZ++jnmmE2+1ajRSKPMs8AZp6220j33FOvhTW+5776vfOGuu3EF9dkGGeR3fqvGbSEhffT1trf9o390K15zmC3bu9630QZX435ASEiFSe6pDVoY0dphY7iRttkSjKXFW7u151haFZBPOJ5QA9m6oAipjbeua3sevfXppFI9wADnnEsYy1fgntonF397TO5M8WYingZv0sqd/6Lyf3RXbcL4IAOc6fDM++rtkisJc3W+PGkiCbouERGjjHTAwT/dr5A5ZttsS4IvO81Up5xO0DEYYrBuutnZjnt76WmBBT7zx4B7W5W4f+lLX7vgopiYIkU+9pGLztkU78pSoMCb3pEnz9e+cMMNefIsstgQw2z0rcMOyZRplrlGGaXKBZtt1qLFJJOMMEqzJlttUeO2YUYaEd+MueCCs84o1zsIUj7Q6ITjChTqb0Dw3a67HrTubcMDjerjLXHb81xH7qOVZ8PxvzY8ijubNSVwZLJWxi1aXHVZngJddQ2OPemEmKghhomIiIo66IAat402VrFiUVF77HbZJeV6e80ksMtOxx2TJ898CxUpssM2lSqFhEwx1SSTbbfNNls0adLfAG962wnHrbPWA41y5Xndm6KiCa2MxxpjgvF+5/eBQn+RIh941+/9QW3cR0yTZqkldtmtup3S+2CDREWdbWff2bKNNcZOu9rZLJNMtjve5aoNffV11dUEPs2UKVt2J32jvvq4qCphrFQvV117cvG3V5w7n+XC/P/ErVgs9n+EQqG/QddYLPYv/9w5xlSMiR2qPOSOO9bZ4L4G44w12igtWmy3wxVX9dHbVFOEhV1wwQEH5Ssw03QZMjRosMsOUTGTTQmiVcccccttI4wM+qrecstF55XpHfQXb9GiykX58hOieXXqPPQwoU8krS9xx2haCj9NdLSFtokgX570eJCkRYtLquTJC+wrKuqUk5o1GW5kMGmccFy1asMMVxzfxTrnrNNO66WXMcaitQ/pbpWyZJlpuhw5atXaYJMHGk3ymn76afTABhtUu6mfvqaZKiz85O3SxoVie759vGPC3V4uknzWeBrc2dYurcolW20DM0zXR2+NGm2w0V21RhllVNyZOuCgc84rU+o1FcLCbrplr31y5ZhicqAivN+BeNu98UFmy2WX3VBtkIHBrkmjRpddUax7Ak/WqJEps9Mudoo7U2hDR1to0qROXYKz3mpflxTrEdhXsybHHJMj2+D4oqBFi0MOuK/ROOPlyhUVddgh3/nOEEOCxcJJJ51wXDfdTDFVRMRVV+ywXZqIWfGe9HfcscF6DRqMMcZoYz3QKCuU/Vy4M8WbiXgavElru7S9lXsdccR+B2XLscBcXXRx222bbNasxTRTlCvXosUOu9xUbbjhhsVt7rwLTjihRE/jjBEW1qDBPvvju8hjg3n9tNPqNBhpeLB5ctdd1W4qV5awUVKjRq68hI2SFG+m0IZkttDgviYPEjIfatW6oVqp0mAOv+ee087ooVi5crRy7D77RURMMD7wAXbZ7Z46E40PghKV9rriin76Gx/3RY857pDDChSYY7Yc2S67bHO89fAM0/TRxx13FIWKUtyZBE+rXdpvMQfdcR3/Dl/gE/RBFT6MxWIdxToSUFFREausrPzB9/NTQrKdl1tuatLcYefkgltuGmKofPngjNPOO6ePvoYahtad9YMOxAMdrTsn11y13bYgpadEiTvu2OhbDRqMM8EIIzRpsskGN9zQTz9TTQcH7HPKKd10M9vc4Jx77JYh00yz5MrVpMluuzRrUmFScJ9VLqjucO8PNLruhmLdZbdz9lMT1pMhFAo9EXFNHB+K7dr0eMekF75cJPkskeLOHw8duSIq6jvXZcoIAretO+YnNXpglJEypIuKOuCQm24aYbjy+M7PPgecd16pXibHd+FPOGm/A/LivZFz5brssq22ozV4Uh7PhPnWeg3qjTHOqHgweovNrvtOX/1MjgejT8b3t7vqapoZIiJq1aq0W6ZMk0yWLiMI9jW6b4RRwQLgnnvuqNGr3W5/st8jhe+H58WdKd78E54Wb5LizidBsg2I73ynUGHgo7UGzI5KlxlkGzVrsttuDzSa6DWFCuOBju1uxjcghhshKmq3XS44r0SJmWaLiDjmiAMOyJFjrvkKFbrqiq22xHtkT9dbH/XqbbLBPfeMMTY4Z6U9rrisr77GmSAs7Jqrjjqiq67BWLJ7p3Uj74FGPfXqNHekuPPxkeLO5HhqO+ZPA09KkMlSW5o0a/IgobajSZObbumqaxB9bNHivAsK5Ac75q3O2DEPPQx2L6OijjrsthqjjNJNd3DIQRddUK63sfH0x0MOOuKwPHnmmi9fvkMO2mmHEKaaYZRRDjoQT7NuNNgQS73upBPWWh1P6yn0prc1uG+5LzVokCbNJJMNMMhnPtEYbyXXTTdLLPOpT4L2BmnSzLfAJhsTWh4MNNB3rqtv1xYmS5Y8+W62S3ehNf26Y1pfb31c6pCaUqhQrdpOadIRkeAeaU3nKlXqSodyhVFGO+Jwp7EzTiccP8ggMZx1Jhgr19t4E6yyIkitKVPmPR/41Ce+i5crlCrzC7+y03a77fZQizLl3vehWnessMJdd/TUyxveki/femudd06RrhZZoptuTjupUqVMGWabp5tuGjTYZotmzV4zOdjdPuaYG64bbkRgXzVqnHNWqVK94rVQLVpccFGunISAyh13NGlOqOlv0aJBgzx5nSbHJ635fGKCnBCKbd/6eMdk5b5cJPky4GlyZ6NGUbEEzYd69WrVKlYc2FiDBpdc0bPd7mWjB445Ll+uwQYH16i0V7NmE02QI0eLFjvtcsttI40wyEAtWmyzXZVLSpSYY7awkK22O+qoHNnmm69cmY02qbQPMRNMMM8cG2yyww7NWpTq5QPvOeSwTfH3MlOmxRZp8sBa64N00v76G22k5VYEgc5MmRaYa6U1CWmrr6mwz/6EVNRixe66m1Aa0KYD0jGtr0xZJ+4r18u1JOUG99zrxKfZst1rV8oSEjLIEKfblRDAFFPttivh3meY6ZijbrcTs56oQoYMO+2IN1gKGWmUiSp87o9q3RUWNtwIb3rbcl85GaT2D/eOdx1zzEbfavTAkPg89sADq610U7Xe+lhgoUxZ9trjlFOKFJlrnmw5qlXbY5d06aabGdjHfnvd12i8CYGzf9UV11wz0KBgN6hRo0su6qY4SEWFajeky0jYNWqK/3Ws+XwZuDPFm88GP4Q7O9pMvXrp0hP0HZLN4TVq3HBTX72D3fG77jrtjJ56BsG+evX22idTlonx3csG9221TZMHJpmkh2KNGq23wW23DTbIJK9p0mSNdS6q0l03Sy2WLctKK51yQqZMs80xyhhf+txxx8TEDDbE296x3HJHHRYVVaDAez6w3z6HHAy4oiKeur2nXfpzkSIjjbbV5mAsLGyyKXbEA5JtGGyws84m8FSuPE1xD7798fny3W1XdgJlyl3pwJ2lyoIymDYUKNCgIaGcNUOmLgoT2oymSTNBRcL3CQtbZEmc4xqDsSWWOelE4IumSQs4ba3VGjWKSDfdDONN8EefuuqKiIhJpphnvk022qtS6zw20RzzXHXNWuvUazDCMLPMFBWzySbfua633maYJiLirHOOOKqrIlNNCexjr73SRFSYKCNeB3/aGffcM8LwwOZq1brmunKlQUlpixY3VCtUkFBm2tZSsL1f8Khy1u+LFHcmxwu1MO9d0Tu2u3K33SpV2isqKl26RRaIiFhhVbDwGmKwuWb7B78Nekvmy/exj3zuy6BeJ02aRRY67bQz8RpgGKC/XnrZ1o4osmWba4Y1VgcOUauI2XQ77Uhwxnrr7YZqD9otGiMiQQpxexTpqqZDZ49cuZ16YrbVNKbwfNEqk9L5PUj2PLro0snZHmSwM053GrvoQkINTokSYWnxWtBW5Ms3ToVN8YgvrWJ6b3vTcisCXYM0ad7yur1a05Xb7nuKyfLkWm9DcK8D9LfQfL/x+8CJ766bX/ulryx3znkxMblyve8937lmTmj2ExHXhImh2JbtjxcpzsuKvlQk+TKgb0W/2OHKw/7gU+ddCJ7vh95z0im77Ami+lNN0VOJrywP7LOXnpZZ6rd+H9QvZsr0vnettiaoBw9hssluqE6ouS3W3QD97bInGIuImGaqze1qgGG0UY46lvBuddFFnboExykkJFNmQmCOVp6+36HvcFu63cuHqPBL0nE4GU+mSevU0zbZWEhIhoxOPXH76utiB32McSY4aH/CtcYY66yzCcHk3vrIlZtQd16o0CyzrfBNcA9ZsnzgA8stD7g7TcTr3nDWGUcdJb7QeM1k5cos93UQaOmnv7e87Tf+MQhcd9PNL/zaZht9EProuXBnijefDQZWDIztqtztH/xj0F+5u25+6ee+sTLwGzOke93rbrhhR7xUEkYaYZihvvR1wEGFCrzjbZ/4NGEOX2aJrbapaedDDDNUo8YEnZhcuYYYbH87jZqQkPHG2Wd/wv331tvluOZNGzJlaNLc4X2NyRD6Xu9rCs8eyeasTDkaOnBkpkxNmhKeZUhIF4UJdhQSMsYYB9vpGsAsM2y3M+FaFSaqUuVGu424fvoqU2Z7PEgLXRVZaolP/THg7mzZfuFnVloTaNpERLxuqRp3bLUt8DUqVBhpuD/4VF18vdNfPx/5wO984r8J/bMUdybBC7Uw71VRGvsnlX/1I99FTFpqcZzCc0RUq9X9mHhSEY7xFeHYpl2dVV3/HAojTY+8VigU6o3/Dz21/jR/H4vF/u8On5mDL3E+PvTHWCz2vz3mrb9SeDG4M4XHx8uzME8hOZ5U/O1xufPP8SYp7nxS/FS4MyQqlOKaFxYxberrP50n9Lz8zpeNO19CIflnjx+xK3QKP0GEiEcoX06re5j2VIMKLfifYrHYvlAolI+9oVBobSwWO9bhc1tisdgbT/PCKaSQQgrPEynuTOH5IbUoT+HVwavMnamFeQoppPDEiAp70KFf8l/G/Uf+P7FY7Bquxf/7XigUOo4ydCTIFFJIIYWXFo/PnY/mTVLcmcJfxssb/k8hhT/hVefOlIxgCgHSkqRTt4nutEd7MZ02ZLXrFdmGjqJSbchs1/bjLx2fwouPhyKP9e/7It4OZzztlFj+hKmhUOhgKBRaGQqFRj6db5JCCn9CKIkLG04yluxzSBCAakNRJ+4M69JOsKwNmUn4sPXTnTkxmfBOsrFH3WcKPx6eBW+S4s4UOiP2I/tTj8NTybgqmY/YNQl3FibxT9N9/7TnZByb4s4XD68yd6Z2zDsgLakz1lkE7FGCYRkyEtR5oadevmsNxgQYYKDzziWco69+atSobac82UupMuUq7Q7GeuhhvkW+9MdAqKmHEr/wK1/7MjhvTz39zC+cciJQZu+hxLveFxX1ja/cdFORrl73ph56WGeNU07JkWOBhQYY6KD9dtoZF8JrVZS/6or11rnvvtHGmGyKevXWWqXaTX30Mc98IeFA2byLIostUaiLLTY55JAM6WaaY5RRttkSiOyNMtoiS1TaY5MNwb2/7V1XXLbGao3uy5Rpjnny5PnaV5riAhV99DXNdJ/5QyBwlSHTYkustEJLO1G2scY55miCUFuePC1aOinK58lLUEWGAoUJz+xRdvAoxJLUFT3Kvl40xIQ8fPz6+O6hUKi9DO7fx2Kxv2//gVAolIfP8M9jsViimiL70DcWi9WFQqFlWtvkDH7cm0jh2SOZwM2jhNqS2XyBgk5imkMNdbKDCnmFCQ45kvDOjTNWjRoX23WQGG64gfpbZU1wD0MMttRiv/MHN9yIK50P9DMfWme9fQ6IihpogPe9q8olq61Vp04fvb3pdSEh31jpqmuKdbfMEkWKbLHVUcfkyrHQAuXKHXM8EB2dbpoRhrvmmvXWatBgpJGmmu6ee1ZbqVq1cr0ttEgIq612wTn5Ciy2VIkeVlvtqCMi0kw13RRTrbLCfvtERQ0w0Dves8Vmu+300EN58rzlHZdU2WqLqKiQkHEm6Kab9dYGz6NAoSmmWGtNgjDqFFPstDPhuZUpd83VhDkzIiIm1klkKktWJ3G/ZGOvojDqE3DnX+RNUtz5qiCZzSd7N5L5GmnShIU0J4hphvVW7nI7Pkz2DoeEzLNApd2BCnpIyBzz3FNrr0oxsbiQ6DQDDPClL9xzT5o0FV4zxzxf+KOzzggLG2ucZd6w207bbdOs2QgjLbbUTdVWWemuu/rpZ7GlQlhnrUuqdNPdYksVKLDLTocdki3bfAuUKnPSCdtsFRMz1VQjjHLFZeutU6fOcMPNNNtdd6y0QrUbeuplqdeFhS33lSoX5ci10CL99PN5h3tfaJHPfOqUk2JiihX70MfWW+ukE2JiIiIWWOSSKkcdCX7j3vooVmyfvcFYunRjjVWpst2zYLihjjuV8CyTzYGPso906Ql+LMnn25fFv3wUXnXufKHE30orymLLK5fb74Bz8fr6kJBJKnTV1Rrrgom9rz6WWuI3fhcYbVdF/gu/stIqp5yJKxPneM+7brttnfUeaJIhw3xzDTDAH3zmppvSpJlovMUW+cZXjjoqJmaIod7xruOO+da3Gt3XW19veVuLFit947rvdFdsmdcV6WqH7Y47Jk+e+RYqUeKaq7bZKiRkhllKlGjRYo/d7qk13gTFeoDrrrvqin76K1KE1hYGt9xSID+hb3cKfxm33RYWTtjpP+uMOvcMMzzYnTrkoGuuGWywAQaKitpnrzNOBz3YIyL22Wu/fTJkmGuuPvrZb5+ttmjRbKxxZpnjlBPWWqNevVKl3vSOe2p95Ut31MiWY5FFyvTxiT+45jthYaONsswSv/cHZ+PK18W6+7mPbbPdPvtFRWXKsMRiLR5aHV9ohIQMN9QUU/zOJ0HgplChn/vIH/zRLbfQOnm/bomTTvsvQ79+IhGO0RUZsa8quz/WMQNC1/6SEEc6lmN1LBb7v/7S+UKh0AVUxGKxm491I68QyirKY5srN/nS14GCepo0b1imyiUH2rW4mWi8QQb53JeB0moffbzvXb/1+6C9YDfd/NLHdtptr33BYu5db2vx0HLfqFMnS6Z55hlpuE99rkpVvCXMa+aba6PN9qiMB9xGWGaZq65YZY1a9wzQ3zJLhIWts16VS3oosdgC+fIdd8J+B+O9wOfIk6dBgx12xZ2xyUFbl/MuqHHHMEODti6NHqhxWzfdg9YxKfxlREXdclOO3IRWOiecEMYwI4SFk85jrT3YN7nuun76mWSKqKiNvnXWWUWKLLBIgQKbbHTIARHpZphpvAm22mKH7Vo0G2qYZd5w3DHrrHHffUW6etvbmjT7yhfuuitDhhlmGWWU3/qN6ngbpH76+9BHPvF7F+MdC/Ll+9DPHHTAPnuDhcYMsxQosMqKwJktU26RJX7vNwGfZsv2gY+stML/EPoXz4U7/xJvkuLOJ0Hvij6x9ZXrExTUs2X72M+ss86leDuuiDSLLdagwWZbPPQwHsgaq0KF3/sk8EX76uvnfuZTnzkb3ygpVuwXPnbccZts0aRJgQJve0u2LF/40i23ZcmywDyjjbbcCiecEBExxWRzzLLfQZtt0azJGGPMMycexFurRo0BBphrjog0u+x23gU9FJtllgzpqlU7YJ8cuSbHW2y1tgg+IeqhYYYHO9n16tWpU6w4lcH4GGjz17soDPzLRo1OOKZAoQEGorXl6K64CvpkU4NuTd/a4J5644wxwnD16q221ne+U67cIgtExayy2hln5cuz2CLlyq2y2mGHhaWpMMF886zzrV12a9Git3IfeM8JJ62Lt4DLlesNy2TI9Hm7IMsE40031T/6bdCxoEQPv/Rzf/RF0EkgU6a3vemCi/bEAzchIWON0V9/X1se8GlXXb3rLb/1iX8d+p9T3Jns3C/Swrx9P8kWLR54IFv2U+tIhTmpAAAgAElEQVTVnEIKPzUk61PdpFmLZjntAjxP2k9ydEVG7PPKksc6ZnDo8p9TZQ/hP+N2LBb754/4TE9cj8VisVAoNAmfao1kvjhk9pzRnjuTPV9S3JlCCo+DZO/LA41iEtNqnxd3/jnejN9HijufAO25s9EDxDqlTae4M4UUvj+SvS8NGkSkJwTHU9yZHC8s00Tif8nGXzU0a5Lerh6xWZMrruiiKNjlva/BAQdkyjDGOBERd921xSbNmk0xVS+lqt2wzlq1ag0x1Eyz3HDdCsvdckuxHl73podafOlz1aplyTLXPP0M8Gl8xywsbLgRlljqd37rSjxq3FNPH/nYKiuDtJ58+d73oVNO2hVPk8yUaZEl0oStslKjRhER0800zDCf+dSteKbCeBMssNBXvnTKSSEho4z2hrccsN/WeHR4uBEWWaJOnbVWu+OOAQaYY640EXvtcdFFpcpMMVVYWI0aRx3RVZERRqF1J+iKyyLS9dIr+N2j8b9XycaSfZeMDuT4QxAT0vJ0W71Nx69xOBQKtTVx/VfoA7FY7D/iA/y3oVCoRauqx8c/ZceyIx71fF8lu6b1fW3xMOG7NmhwzQ299AgCE7fcdsRxxbobYSi47Kod9siUYY6ZCuQ57ayNtmnRYpKJJhrrmGPW+laDev3196bXnXfRSqvUqVOo0JteR8znvlTrnnTppptmuGF+55MgY2ewgd7wut/4vWvx0qYSPfzcz6yy0hmnxMQUKPCBj5xy0k47tGiRLdsyb0iT5hvLNagPyniGGuZzn7nqinTppplhuhk2WO+gA/Gssymmm+GyKpus16TRGBNMNFk0vrtd47ZhhhthDLjqsvPO6K2vPvqj1eG67KJCXRTpFvzubbshr5KNJfsuj6r9fxKkuPPFQ1YS/RteLbsm+ftao8Ydd5UpCzi1SpWLLuinn96tZuSYY447qkiRmWbFfa9KB+yXLt0cc/XT3zZb7LJL1EOjjTXfAjtsty2eLdBLqXe855xTNlrrgQdy5FjsDSFhK3zpvgZpIiaZapiRPvNbte4KCRlgkGXe8onfuB7waS8f+ZU1vnHaCVFRXRT5wC+cdco2mzVrkiff696VLsPXvnLXHblyLbbUAAN9Y7lzzsqWbZ4FRhnlkIN22ykszUwzDTbUPfdssckDjSpMCn6jk06qdsNww3XTurPb4L5rrumpJMhAojWQHpH2SmUkJHtfOm4U/BC86tz5Qu2Yj6kYEztUeQicdtpxJ/VQbJLXhIVdd90Ou6RLN9N0BQrUq7fBRnXqjTfeUIM1abbJJtdcU6rMHLOEhe22xxFH5cq1wDzFih1zzBbbREVNNskE411QZbXV7rlnkIEWWaROna987bobinSxzDJddfGFP7rognTppppuqmk+9YnTcSerr34+8JEVljvumKioXLne8Z5DDjniUJD2Md5EIextV3dSqNBgQ1TaE4yFhIwwMqGOBUqUuO56wtij6jlfBqRJ61STmOz7hIWlSUuorUmTplSZS+3qqSIiZpplk41BbU66dO9433pr3I6nAGfI9K73nHE6qNHMkuV1b8iQ6Rtfq1MnU6a55htplM99FtjBFNPMMttmW+2yW1TUWGMsssBlVwPbGmiAxRaDtdapUqW77pZarIsu9tlvvwMyZZpnrlK9VKu2wUZNmr1moqGGatFiky1uuGGAAV4zUVjYSScddkxXXcwwQ4Z0d921w06ETDdVvnxRUWmhtCeKXI6syIp9Uln+WMeMCp19omul8GiMrxgf21+5P15+sd9V1wwy0AjDwWlnHHJYoUKzzJAhw3XXbbEdMTNNV6JEnTrrbXDXXcMNM9EELR7aYKMqVYoVW2SBLFm22+GgQzJkxkuD+jvokE22aNFinDFmmem881Za4557ypR625vqNfgirnGRK9ciC5Ur9ft2JR1jjLbIAv/gNy67Arrr5iMf+MryYCxNmkUWOuiYS/Ex6KNMWJoL7TggXbpSPV10KeH366XEtQ7cmStbo7qEsWdRm5fWgeOeBpLxZI5sDzp8n1x5GtQnfKdcecLC7rWra8yVZ5gR9rbTOsmTb4m3fOXLIAU4X4Ff+JXVVgZp44UKfeRjF1202UZNmuQr8JZ35Mj2lS/cdFOOHIssNtRwq6xw3DHpMkw3w2RTHHTAVps1azHW2Hjd6F1rrHLbbf30t8ACaSK22Oxch5T5s87YZWd8Hpitl17q1dtog3p1xhtvsKGiovba45JLeutjogphYVddsd9+efJMM026DA80ygplPxfuTPHms8HEiomxvZV7NWm23Q517hlnnHJlAZ9eUKVcaeCLnnbaXvvlyjHHbPnyXXfdRps1azbZJIMNcs89a6xz22399TfHLFFRa613zjlFiiyxWFdFNttinwNx+5xhvLF22WOLLZo0G26opZY647RV1qhTr5tu3vamJk2+8JW77kqXbpaZBhnodz5Ro0ZISF99vG6Zf/CboHY8W5a3vWWFlWrbaedMNN5ZpxI4oECBqKi6DhySryDhc7QuwtrKPtoQliaahOtCHv5oS9KHQjpqYCfj+GzZAce1oYcSNzrMGeV6u+F6Qs1/qTJpslxwod1YL+ONi5cgPoyPlXrHW/7g0yBtvFQvv/ZL39rggIMeiuqpxEc+cN31TnZQIN9Xlrvkcjy9fbHBBibY1gzTTTDOBRest0GjRmOMNt00jRqttd4NN/RWbl5QvrnfMccVyDffvMDeO/oPTZptsVWNO0YbZWi8BPu4E047o6cSFXH/9I47ikJFKe5MghdqYd6rojT2Lyv/xgON7rV7+dOk6advUG/bhuGGOe5EwlhXRe64myCKEBaWJasTUXTX3U2J5QH58juJez3KGQuLCXUQX3gVRWpS+PNIZh/pMjR2mISSCXM8yl6S2WFv5UG9WxuKdXfL7YRzZMqUJdPddpNlazBnuKMduj+MM9Yhh/3vof/1iQnyt5V9H+uYsaFTLxVJvgzoVVEa+/eV/9455xMEf7JkyZETBJ1otYWBBjrjTMI5+urrYrxmrA3ZsjVq7GTfyRyvQoWBw9eGxxFB/KGL3mRO1g9DK78/W6cxGp9Hngee/veJIfp0dy6ScmIye0smhBUSkiatU1Cihx5uxGvO29Bff+fjWjZt6KabO+4kBITTpeuhhyvtgj4wUYW9Kv1t6O+eC3emePPZoFdFaew/VP4/9tmfwD89lbitJoG/IiK66NLJb0xmSz0Uu6E6YSwsLCTUacMhW5b7HWw5mc0n26x4FgjH2fTZo/X3TvuRfOZnwV8d8fTnpcdDpsxAS6YNyebqLFkeeJDwDjxq7dRfP+fbBRpgoAHOOZ9wfBddNGtWrz4Yi4gYZIATTvm70N+muDMJXrj8nI6EBw897LQoR6dFOdxW02ksKtrJsB51rY6LITzSWYzS6ZVOLcp/ekhmH62TeSIhd1yU82h7SWaHHRflCCKr7fEg/tfxHjsuyuGAg0mv/33xhKrsKTwDnHS601hj/K89YmKdFuXotChHp12CNiTj044TPb73orztvp4UMa2B0qfNvq0dE14dTm8NATztYHzU03Q8k3FiMnvraNe02lCyDLGOi3J0WkghEMZsj2bNnRblJGa2PQlS3PniYK99nca+67AbSmsKeDK/MZktdVyU8+j5vuOinOQ2/zwW5c8Xz4KPXjT8uK3WOvqCJJ+rk/Hpo9ZOHRflSLpGu+NOp7FWAdFTncYfB686d75wC/OXDU/XJUkhhZcLMZ52rU8KKTw2fgruXQqvFlLcmcKLiecZiEyxdgqPj1edO1ML8xRSSOEHIORhikZSeCXRmnT6bBHmOe6ChVKO8AuEFHem8CLieXLS8+DYRyP6I+9mp/CkeLW5M7XZ+wPxPH7AUBLyyEyiHtpe6fFPY3kJiu+QI1df/RLGsmWbZXbCtVp7E76bcK106d71vi7x/uq01qEssiRQpGzDBBVGGZ0wVqbMVNM73E+O2eZqn/LTqiQ8qdP36dPhGrSKtX3fdKFkv2UKT462lKLH+ZdCCs8C39fJSk8yoXdtx2dtKNNTpAPD99JTF4UJYz0UG2lEwliRLhZblKC0myvXRz5MUH7OkOFDHytsd840aZZYqme7jhEw1jgDDepw7RIjO3BsunSj48rq7THY4E7zVWG860d7PI46cCx+RAqPj8flzhRSeF54FJcm85+6JOGQQR14CkYaLaODLzrCyITOONDPAOO9ljDWQ0+LvSmt3XtQoNAHfpHgn2bK9J6fyZMfjIWFzbcooYsEDDNCidKEsQIFyiSKioWElCrr9H26dTgfOvnarddPBUOfNl517nzhQg6PEgDKka2hQ71jkS5qOtQwZMrUpCnhHCEh2bI71Ur01cfFdoq90E9fF1V1EjB46GFC3W+mTEMNSFBGT5NmngW+tS6oBQoLW2qZXXYGtUlhYXPNV6/ebjtFRYWFTTfDAAN96XN33RURMckUs83xta+cdlJYmtdMMte8uKL8Jg89NMFEU0x1330brFer1ggjjDMBHHNElUv6G2BovGVQrVqnnNRDSbDgnWeBKhdly1GitU/gRBWBIE4bGY03QaNG991XqFBY2AwzNWtyT50CBUHLhPd84JZbChUG/UEXWuSSKgUKgnYSs81xzFFhaUYYISxssaV22eW+BhO9pquuGjXaYL0aNQYbYqIK9eqt9I1rrumhhyWWCQn50ucuuyRTljnmGmyIT/wuaP82yGBveMtv/UPQwihXnve8b521rrka2NBkU3znOxfa1ZN111253g7Yn2AHE022w64E2xplpKOOdbCtQnXqO9VFFilS00EvoUypK/H7aUMykbhwfF+s43uUKzdBhIPkAjOPi5eR+F5FJBMXJLlgUDLxl2R8miFDi5aE2siQkO66ddI3GGaoE04mjPXX3yWXEuy7m24i0lxvV/ebI0eFCbbYFththgzveMtyKwIbTZfuQ+/bo9LpeJ18pgxveEOzFqus1+iBbFmWWGCgfj7ztSuuypZtobnGG22LHfY5KF26uWYaaZjrqm2IK8pPM8kA/bRoUWmvO+4YY4zSuBN5zTWXXNZfP8WK0doD+YoruukaOKszTHPTLdmy5MedxbFGq1MXtJqEMUa7r0GjB4riQYJpZmjUqEaNYsUBn97X4JprivUIjm/wlhOO6aLIAAPBkvi8ExExxVRZstS4ZbNvNWo00SSDDHXNVeuscNdd/Q0w31LVrlvhC7fdVqjQEm+KSPeFP7jjtjQRE7xmtPF+5zdq40KT3RV727s+8duAl9oCDdtsc6cdpw02WJ36gGPb7KCPPk500I8ZZ5wDDiSM9dHXpQ5zdZvj31HboIuihGtDsR6qO9SeJxNKIrnKfTI+fVykuPPFQLJn+SihtWQ2kkxcsIsunWps29oAt6/nbVVM75ug2g3jjHHQ4QT7HmqIyy6rbzdn91Sii6KEd6ZQoTlm+cbKwG7z5Pm5n/nSV0H9e758v/JzBx22xx4tHuqii/e9i6hvLHdHjSJFXvemXnpZZ50zTitQYLElSpU547RKu2XIMNtc3XTXqNEuOzVrNslkBQrAOWfVqDHM8GAzqU6tG67rqSxoq/WGt1WrjvuNrWNTTHfXHZkygrGRxqiL809e/BqjjVen1n33dVMc90/nqXXHTdXK9ZYR90VvueW8c8qUB0GCa6457KAChSq8JiKiygU7bBcWMctsJUqcdMImGzRpMsY4M8x0xGHrrHVfg556ecs7LrlipVXuuy9TpoXmy5btS18HtjTQAFNN9onPAv7Klu0Ny3xleYLNTTfNAQcTbLZEDw89dLOdTkZERH/9grmyDcnm6m66uq0mwd7S4n8d+bSrrgmCsm0219GneJS48aN8lcfBq8ydL5Qq+4CKAbH9lfuFhS23QpVLuii01GLlym2z3V77pImYabpxxrqgyjrr3ddglJFmmqFJs7XWueY7vfS00AI5slXa54gjcuVZYK4iRW6ottlWUQ9NM1W5Mi1abLVdjdtGGWVwPPp31jlnnNVbmRHxHZIGDY44LF++oYYFuw1VqjzUoq9+wdgDjRraLWRTePHRpEm9+oRnVq/eZZeVKAkc8DY7yJNvWNwOGj2wyy4tHprsNXnytGixzXY1aow0wmCDRUXtstt5F5XoYbaZIiKOOGKv/UG7tB6KVamy0SaNHphgggoT3HbbKmvcdEtffSy0QFjIamuddVa+fIstVK7cVtvssVcIk7xmmqlOOGlkaMQTqVYOrciL/cfKzrtzfw7zQjteKoXMlwGDKwbHjlYec9NN31jhthqlennDMtlyrLPOKaflybPIAv30c9Ah2+0AU0wx3li33LLGOrVqDTXEjHh2yyZbVKnSQw/zzZUlyxlnVdorS5a5ZitUqF69LbZ6oMkUk5QoERV1yGHX3TDcMH30BjfdctppvZTqFw8Mtmhx3nk5cpW1281o0OChh8FCNIUXH/c1aNKckA1w223Vbuijj+ygz/xNp51SqlSfeCbXHXfsVSlbtkkmi4ioV2+bLR54YJIp8fY8TTbb6KabBhlsgolgh23OxtulzbNArlyHHFRpt4h0M83S3wBVLlhvnQb3jTLadDPcc89K37jhuhI9LbFMrlxrrHbScdmyzTXfcCNst8300Iznwp0p3nw2GFYxLHai8oTjTljnW/fdN9QQiy3S6L4VVrnmOz0UW2aJQoW22u6wI7JkWWCe/vq54IINNmnR4jUVxhmrQYN1vnXLLQMNMM1UYWH77HfKGd10NddsGTLcUG2HnTLi7c5y5WrRYrc96tWrMDEI2lWpcsVVgwxsFxhsdNFF3XVP2M2tVSsiXY7sH+X3TeHxcc89YeGELNirrqlXp7/+QZA2mR1cdtlRx/XQw1ijhYXdUG2nXTKkm2G6PHlq1dpgk/vum2iCwQZp9MB638bbpfU2xyywzXYnnJSvwCILdNctqf9QpSrewq3OIIMsslCj+76x0mVXdFVkmaWKFVtjrTdDr6e4MwleqIV5RUVFrLLyhymdpvBo1KmTIVOGdNAi6qxzcmTrHU/VadHiQDxKO9YYGSJaRO21T4P7JhqvQJ6oqP0Ox3eSRimOTwRHHPed64YbqiwefTzjvIuqDNBf/7gDXu2mk84oUxqMNWly1nlddNErvltPq1MelpaQAprC00UoFHoi4hpSkR/7D5XjHuuYRaGtLxVJvgxIceezQ1RUvXrZsgOHqFGjCy7qpmvgENWrd8RhufKCjJ/7Guy1V0SaiSqky9CsSaVKLVpUqJAtR4sWe+13X4PxxilUKCrqsCNuu2200brHOfaCC/E+9YP0iF+7Tp3LLumlNFgItynqZskK7juFp4/nxZ0p3nw2SHHns0OLFo0a5cgJNjZq3fGdy0r1CXa4b7nhrJNKlOobz/i57aaj9uuiq5HGCwu7566D9siWY7xJwiIaNdhvl5CwCabGs7ya7LdbsybjTJEjR1TUKUfdc9dwY4N091uq3VattwFBRmdUiwYNcuSlNtGeIVLcmRyp2frPoC3FvD1aF4nh4AWmNbrf4L6eSoLP33TLd67pq2+wy1Ot2ol46vhQg8F11+22R6YsM0yXI1uVSzbbIuqhyaYYarATTlobzwwYYrAlFjvmuDXWadCgiy7e8oZq1dZYp0mTNGmmmCxfvjXWBiklJXoYaYx1NgZpK+nSTVVhczwCBp/52kRj7XMo+Nxq3xpqkNPOBedba6Peylx3Q1M8PWWdTbrrpl59u1YgG+XJlSfXdwlprNmGGmy/Qwlji8yxyuog5SVfvp/7yNdWBGnnxbr7tV+qtM8uuz3UolSZD72nTp2VVqtxRx+9vWGZHDk22KjKJSVKLDBPliwXVDnooAL5ppsuQ7omTfbaJyzNROMD5/ayy2rVGmRwEORocN9tt/TQI0inbHPoM2UFn2sb5/FqOV9kvMoiHCk8GTpy56PehRuqhYWDRSft369Bwbt0wQVVLhloYLCTftoZxxzXTVdT4ruqRxxRaZ8Mmeabo8T/z96dh0l1nXfi/9zq6n3vZutmFzsCIYkGLSDQxiYh0GpJtrN4iZdxMnbsZGxnntiJ7TiPZyZx8mSxnRlnJj87lmQJbUgIJIFWJIEaiVWIfd/Xbpqm6aXq90dVF1XV1QiQkAH1t5/moU+de+6te8/53vec877ft6c3vOUtS0S0udpVbjTZixZZYqlWLapVu9fdXvemWrUiInLlmmGarbZansRLww2XLWxVUghTsWID9bMmqV6WLCONsiopHeE8zxpltNVWJcpesMAIl1tjXYJjX7DQEINttiXhSvuiRfro47DDKaEnPfWQKysRmkPMRXukkV7zaoJreqky3QyPm6NeXdx9doBPecCz5lofd2scapi73GOdtV72smYnjTDSFFOd1GyhFx12yCCDXW+CsLBVVthiiyrVxqoRElKnzmorlSoz0uUJl8ZNNoFBBiUZ6vWOqddTrwTHtiYM44KURYVM7+SLGV3c2YV0pPfxTGMhImKPvYoVJVzEI/GNFqKJ8RUR8Z73HXHEFUYlFvze8a6ddhlogDGuEBGx2Bs22qRUacLV+nkvWm2NXDkmm+RyIzzhcevibvNDDHWHWR71qC02iYoqUeIu91hkvt1xXgqETDDJJmvsj9tuUK2PVm0pZXnyddfTjiTX/rl+6zJDbExy15/vCcONtjaJd18010hXei8p7GWReUYaY53VCT5d4EkjjLbTdseS3K+HuBxh71uTKBtptMFGmBd3Jw8JucrVbjDZ4x6zyy5hWca7xk1u8bo31FomJEh4JR5wwEIvO6nJ1a42xmitWi2x1AEHjTAsEWK62x4bbdRHH5cZCJq12GiDIsUJjzNi84w2rYmw0/a6JzUpVNjhHdzFnRcHLqgd8z41faPP1j5roAF+6zHb7RASMsZot7vNPPMtt1ybiF56+pR7bbLZCxY66aQ8eaaZortuHjXHUXVCQi43wu1u8yv/mYjRrVThQfd7xatWx+N+s2WbZoqTmi3yUmIQDzHYOGM95vHExLNIobvcaY4nEoZSSOAWt6i1LCU+uL9+mjXbY2+iLFeuatUd8l/208f2tHzVRYo0aEgp6yx240wQQfSCj8+IyPoQohmdaRWk37dAoEK5Q0nxMoHAGGM6xDROdoM3LUmJt7nOtXbYYWdSntthhuqjt5e8kmQY9zTT7R7228SzLFHssz4ddzmP5YCMCe7NUq/eQou0aJElywTXG22Uhz3ikMNCQoYY5FPuM8cT3o8b9j319ID7bLYlMS4KFZrpdt1VetTj9tsvLOx617rRZE+Z697g7nNaURxSUxL9h9qOIn2nw8xg4UW1enkxoF9Nv+jrtYvBE550yGE5ckwyUY0aj/htIvfoYIPc5x4LveRttdqS4goPOew58zVpkh13extumIc87Gh8QtdXX/e710MeSfT7QoXuc7dl3rXaGlFRISHXxXcrFlqUMhZucIMnPJmIf8yWbWac45Nj6WqMtdb7KbF07eEjyfGbISGlSjrEyGfizkzxwh8eUVnnwMcxLg4591y3UYHoRyowlCm2NtM9y5YtJJTyvMLC+htgU1JMY5Ysk0z2ipdTFiWnm+F1ryXi0wOBG0x2yMEU7ZYRRhjhcnM9lVik7aXKPe7ziIccjMfLlij1oE9baokVlscXWPLc7nZh2Z7xtEaNce2Wa1xngof9xm67BAIDXeZTHvCyRWq9rU2bbrq5x33q1HnWXMccU6DANNMNNMjjHvO54AsfC3d28eb5wYCaAdEVtStstc1zFjjuuGJFZrpNpUq/Ncd++2XJUuNqt7rFIx61MT4RrVbl0x7wlqXe9JZWrQoUmOk2UVFzPatJk5CQK4w20fV+7TeOxieE3VR60AMe90TCPs2WbZaZ1llvddIkcYQReunhZa8m7JtixYl48vbxFQjcZLJXvJYylgcaaKedKfG9uXJFRDrE/GaKA84ScEbcGRVKk5ALtF7w08I2IZnELM/UZg7J1pL2HihSqCFNvyCT/kCxYjmyU2zRAgVGGWmpUx4dOXLcZoZ5nkvYomFhd5nldW8k5hkhgRvdqFWL172R6BuXG2m8cR71WOK6qlX5jAc9ak5CY6tUiQfcb5NNXvGaFi3y5Jluqu56mGOOI47GNZVi42KOx22wUVTUAAM84D7vWu5lr2rWrEK5O90pLORxT/l68Mdd3JkBF9TEvKqmOvr52i9mnFRlCWn7WPMrXrpoSxDPhatQHmgTuJCv8MJAZwsQZ4p2I/zHwQ/PibgG15RG/7722rM6Znbw/EVFkhcD2rkzEzIt4n3YftOFdEQFImdteH74iXns3OeyKNCFjjibcdFe94fBjz8W7uzizfODqprq6Bdq/+isn/snE2fKc+kLhpEOE/ULETFBsY5XGRXbKvogxOp9WD6/OHEu4+LjsjsvNu68IH0BMj3crkn5R40Lmzi6JuVnhg9rIGRSnT1btF7w3hefbGTyrPnkGpZd6ELnOJtx8VGMoS7uvDDwcT/3Sx8X3+JFu69BF84NH/fzvpS584KcmHfhfKN9AF24JHThX2EXaM8n2UUjXejC7wZRLjIDuAsxdHFnFy5dpHNSiAt8cy2ENlFdVueFj0udOy/db9aFThHEI0A7lndc5czkBvth4tvPFFHBRxo32YXzgxhBXrorl13owpkgEHRg1Ew8mR6/HYr/25bGdWfuFhgIXeAGbxcyo4s7u3ApI91+iwjOWDcoE/9ltk+zRNK8/jKVxazJM+HJCBnG5IXvhP/JwqXOnV0T898hMgnqlCpVl6QSCT10d8DBFFKqUqXBMceShI16662nHt7xbqJsgP6ucY2nzXXCCYHASEPNMN1vPWWnXUJCRhthtpme87wV1iBqtJHucJu3LPV6XNRkuKFmmW6NdRbGcyAO1N+dZtpll+e8qF6D3qrc6XYNjnvac444qpsKs90mEHjCMw44qFChGaaoVO63nnTAQWFh16pxhZF+4+HE/V5xNFgAACAASURBVOijtylu8bBHnXACMSGMaaaY7/kUoZLRRnnP2hQjuFhRPB9yqvhbSKiDS3dm4ZOOokhdcEkTZBcuTGQy0goVpojEERPe3GZ7StkoI623MUXEcayr7bffjoSKcGC8GiVKErmJ20UYhxnicU864mhcIO9649R42pO22Cws23WuN8FE882z2iohIVercaObvOJly7wtImKUK0w3w1K1Xve6Zi2GGeZ2M6yz3sJ4XuX++pntDjvsMt8CDRp0082d7nDUUc95xnHH43mVp8qW7VlzNWmKc/4og1zmWc8kOKxEiWtd7wULEvcyEBhrrFqp6aN6qbI3STmZzkX0ztSo7kIXd3bho8GZbqp0hkxjuUqvFMFiGGesd9Wm8MWtplhqScJOy5JlhtvtsNkaq0TjWS6muwMRi8zTpFGBQlPMUqG7eR5z0D4FitzsNv1cZp7H7bBZrjyTTDXMaC94ynprhGW7xiQ1JljkWau9KxC40ng3mOINiyzzpog2w11hmlmWet2SuAhZP5eZ6T4r1HrTS1o0K1XudvfZYrPFXtGmTVjYBDdq1GSJtxLfu1pv1XqrtTRxb7JlG2qklUnClWR+B2V6V50Nuvj00ubOC0787Ru133SVq7zilUR5WNhMt3nOghQF2BtNstFmO5NUzAfob4jBXrQo0XFLFLvbnR41x/G4gnqObPe51xveSiijh4RMNkmuXC9aqFWrQGC4YW5yo4c8klBb763aZ33aM+ZZ631RUZUq3O9TdtrpBQs1aVKixCx3KFfmSU/ZY69CBaaY4nIjLPKylVbKkWuyG4xxhe22J9Q0r3WN4YZp1eoNb6pX70pj9NEHsXRru+01UP+EWnGrVg0aFCm6ZPPXNmoUEVGkKFG2xVZ16gw3XF5cafRty+y3z3DDDDFEsxYvedkOO/TUwxS3IvC8F6yzPv5sbjHQQM96ziqrELjKlaa41QteVGuZVq2qVbnX3dZ630te0axZvjzTTZMr11MpiyEj3GSyX/lPdXEV4jJlHvSAJz2ZeAFmyXKb6bbbbkVSWqXBBhlumHnmJ162hQrdaZbHPJ4YF4HANFMts8wBBxPHD9BfhXLvJCnN58lzs5s8Z76/CX5wTuIYA2oqo9+rnX5Wx3wh+M1FJcRxMaCqpjr6g9ofypPn/XjqK2J95CaTU/pNliyzzLTQSwlFbLjONY5pSFEB7q2361zjSU8nDLdixR5wv8c9nlCQzZHjHnd633rLrUiosk8yUZVenkwbC7eZ7iGPJFSI++vnQfd7zeuWxnN899LTfe5V56hnPadOvUqVZpmpUoXnLLDZFqVKTDPNAP2ssMo78XRpN5msWpXjjsdVadtc59oET57ii2GJ9JfNWhzXoFTpJZVaJhn16uXIScrZG0mkPxpmuJCQZs3esFij48Yap6eeGjR40fOOOOIyg0wwUYMG8zxjj90qVZphpnz5nvakbbbKkesGk1zlKnM8ZqMNYLAh7nK358yzykoRESVK3eNeW2zxWtJiyEST9NTLU0k810dft7vDb/zasXgfzpfvXp+y0It2x7MFBALXm6BJk2VJiw099HSd68w1N7G7FlPCvsu8eF9tx3jX2mG7PfG+CpUqDTbEEm+ds/jb2XJnF2+eH1TVVEd/UftvNtuc8s7spZeBBnjTW4myPHnuMNNTnk4s7IWEzHSbpWrtTZrIXuVKxYq95vWELVqll+mmesRjiWw+RYp81oPmmW+7HSBXjtlmOeSQV7yWGAuTTDTYEI+Z46ij8U2Vy91hpjmesD4xvmKZN1ZY6WWvOumkfvq60yzNWjxrngMOqtLL7WYoUZKULq3MVLcoUWK/A5Z6W4F817s+YVet876oWPrIdp5s0qRZcyJ926WGiIh69QoVyI6n8TypyTrrlCgxIJ7arF69N7wZTxF3nSJF9tlnoZc0aXK1q1xpjO12mG+BOnX66+d2tzniqKfNdcBBJUrcZppK3TzqMbvtERZWY6wbTfKQR2y1DTFV9Qd8KpHeLioqT55ZZjrokFe8qk1bPOPQFUYY7nFPOBnvw+XK3eduD/utescQm3fNMlOtZYl+CSONUK7cYm8kyooVm+JWT3k6sfAbEjLDdK94JUWVfpihWrTYbMs5i79d6tx5QU3Mx9SMia6ojeV9bdVqvfXy5Cdy+cEeezRoMNDAxKSzUaN99uuppwL5iA2iAw4oVJgyecs0oYuIaNWayJnbhS583Ij1wbaUHM+ZFlja+3W+/JQX4AEHnNCkj96JF+VRR+21T199FCoETU7aaIMy5fronWgzK8g6Z4L877W3n9UxXwp+dVGR5MWAq2quir5bG/OUadRok826qVSlCrFnvM12AQYYkDjuaPynjz6JPtasxSEHlStPTN7gmGOyhBMc295uer/tQhc+TrQvGCUvQrdodlyjEiUJPmzV6oADypTKV5Cou8tOYdkpuYD32afeUQMMTBjhdepst1W1PipVgmbNcoPcj4U7u3jz/GBszdjostpl4LDDdtilv74pGx2bbFGmpEMfadGiWnWijzU64aijeuie8s6uV69AQYqNmanfdqELHyeatQgJUvpgkyYtWhQrTio76bDDuumWeNe3arXTTqVKlStP1N1qu4g2A/RPjIt99tnvgEEuUxDn3nr1SoPSLu7MgAuKEbKTjLuwsJFGdqjTbmgmo0CBgUnGJrHVmmQSTa6bjpDQRTspj4jYa7M8hSri96ZVs01eF8gy2AQhYU3qrTdXmxZD3a5Qd8fssN5vtDmhv9v1NM5xW23xf7Q6pqepqtyu2X67/EyrQyrMUGmGVg0O+Llmu5S5TakpIhod8DPNtit2qzJ3aHXcfv/spC2KXKvS74tosMs/OWGzQlfo7csI2eo/HPO+YiMM8PtCcuz1poNqlRqit6lCQhrss8tSpfrpZUz8PrTaZ5MCZUozPPcLHbE+mLpDFxZOGAfJ9TL16+66dygri/8kI0+uUUZ1aPNccanH+lwsyEp6BgUKjM7wjNM5ksx9JEd2Rp5NflEnt5veby8aNDayspb+l1EV80BycC8LHqV3f26cFSvbvo65v6CojPu+SUERaxax4J/JyWP2X9B3FOte4LV/IAiY/GcMvpH9y3n7J0RaGftNqq+jYRur/5a2Ewz/EypraNrN5h/RVk+fr1I+gebt7P0r2o5Q/vuU3UXrJo79JZED5N1N/pdFQoed8AMRu+SYKdsfgDq/cdJ6xaYqNBEcs0q9lUrVKDIMNDuu3kZF+stL6wsXAzJNbLLlKEt7p4eFM/br3nHvs2T0jP8ko1Sp0fH3TTs+jN3QxZ0XBoKk+OGK+E8ywsKGGdLhuMz2ZX7KwiUxjkzn2PZ2L1Y0OOagfXqplhe3qffZY4v1+uivT/xds8UG661WoYexrhMSstIS66xUrNQNZshXaLm3rbVcvgKTTVepu/et9Y5l8uW50S3Kldtmh7e8LUeOm0xSpsQuu73hLdmyTHKDChV22mmx1wQCE0zUWx/bbPKWl0VEjXeDQYY5YK/XvahFixrXu8wwzZq95TWNGl1tvB7x57zOWkccMtIViU2RevUOOahatdykReyLBZkW1PPiP6lluarTuDMsnLLI344B+nUoy8SnH8az4lLnzgtqx3x0zejoqtqY+25ExHved0Kj0UYlOspW2+2w3WUu01s1OOKI5VYoVuJqVwoJaXLSEku0aDHeOCVKREQs84699hpqiGFxw2SDDVZarUyZG0yUI9s++7xmsaioCa5XrSruyrdInTpDDXGN8Vq1WeQlW21TqdI0typSZLE3vGO5HNluNNkIw71tqcVe16LZSKNMNdV73vOi5zVq1F0Ps93pkH2e95QTjsddAacokGOROVririd9DTbEEEs8nnCTypHvcuO9b37SXQ0McqU9Fqfc6+76Op7k8goFymWlxcLkKRROizMKqxCyT5AU45KlAockK2+GlGpJioFvb/FkByXhsOMKUmJmosJaVWqJu9XE2suVZZjD8dCD2JH5qkzxnpcTbeYpNt4fWGSOE/Hzl+lhtq940ZO2WS+KKn3d5XPWWGmxV5x0Um99zXKPJic96xmHHNJdd7e7Q4VyCy203jpFCt1qmn76WWedN7yOqOtMMNwIxxyz0CJ16g03zDixxbq3LbPJZj10M8mkRF970xLZsk0yUbFizVq84U0NGlztqgQprrPBFlv009dIIxB7ObzjXfkKjHWVsLCIiJVWOe64K41J7Jjvtsd22w00IEGUTZrkB/nntKLYr6Z79Nu1s8/qmD8OfnlRrV5eDLh65MjoO++9ByJNTQ4/9JBQXp6y++8XCsUmzkeeeELz5s3K77tPTr/Yy7NhyRL18+crHDdO6W23geadOx34xS9kFRfr8cd/LFRQINLUZP9Pf6pl716Vn/ucgiuvFIlEHP73f9eweLHC8eNVfvnLQqGQugULHP5//09Weble3/uenF69NK1ZY9+PfiTS0KDiy19WOnOm5r177fvudzWtW6do4kQ9/+qvRCIR+/7iLxx74QXZffqo+slP5F1xhYPf+566X/2K7GwVX/uaym99y6G/+itH/+VfRJua5E2erNe//7vGf/1XDX/3d6KNjUJVVcp+/nOh1xeJ/PyfaG0lK0voD74gN3qcx//z1A3sP4irR/Lq3FNlOXlcM541rybd6YCrh7N3beoD6NeP1lTu1LcfbWll3YcRpPKuXiOIpLVXNJjCjall+T0o3p9SFAmVqet+UvLaSKvuDskhSSMjS5UjSrQ4dOrr6a3FSAe9kygrNkAvsyzzsLb4u6aXUa72eQv9b4ftFggMdJWb/aFXzfWeWlERg4wy1YO2Wu8l8zU6rr9BprtTRMQCz9pjl+56mOYOJUq9balVVsqX7yY3q9bbPvu84qX4u3u8IYZp0exVrzpov8sMMtY4ISEbrLPaamXKTTRRthzHHPOWN0RFXev6xLt/uXcccsgIlydCwfbY7X1r9dTTyPhiVrNm73pHSMhVrk5MoDba4LDDRhiZWKQ66qjyoPxj4c4u3jw/SPY2OuaYtd5TrsKQ+GS8Vavl3tWq1VWuSkzA1nrPXnsMM1x13Ptsl53es0a5ClcbKyTkmGPejNtf7f2xRbPFFjvisJFGGWaYiIh3LLPJBpW6m2yybDk22GCpt4SFTTJZleq4a/QLjjtutNHGu1a9evPNs88+VapMd5uwsGc9Y4tNChS42RRDDDbX09Z6TyAw2hWmme5JT1jrPRER3fVwj/ss9JxN1iM2EbvZNKu9bV9SWEd/gxxT77ADibJCRbKE1TuaKAsJFMjRFHfhb0dYoSZNib+jyFPhWFoMdqkeDiS1B71UOiCVE7spdyQpJAEqFGqIh121o0RZyvVBuR4OptXro7+9dmtN4tPLDHXYUYeS+PRyo+Qr9ra3RUSFBMYZZ5hh5pjrmAbZwia41gTXmuNpm2wRluUaNaa40RuWWmyJiDZjjDbVLfbbZ74F6tUbaKBppgjJ8pKXbbE1Me8oUWKdDZZaKlu2m0xOhCAt8rJGja5ylWGGiIjEXdR36quPcfG+us8+td5RqMD1rpMjR7MWSyzRpMk4NYlFpg022G6nIQbpF5+M16mzymplSo00MqFzsMoaLZpdYXRiMXO3PXoH1V3cmQEX1MS8qqY6+qXar5jqVvM9nyJccY3x1liTEqtQrlw3lTY4ZcCEhFzrGm94M6XtUS73vnUpAheFCuTKdTgeN05s9XSIQdZLNYoyCTjkydOsuYPARqGCRCx7O4oVakyK56RzMbFsJ1M0IAMRORlEdrK0yE0RKIvK05RBPzIq34mk8oj809QLJ64pqsDxDOroUVnahFMm4W0d2osmfk+tbDULi6ZlKY+iRVhz0krzCTmiaSvKUbHchU1JXg+tQk4oSGnvVHlh0jemNePuRuCk7LTjA20ZdgEzPa8KFQ6nEXkPPe1JezHkyRMVTdFICAT662+rrSl1r3SFFValLFT01cdhR1IEQ/LkGeQya7yX0uZkk73q1ZR+eaUrbLEtRViwQoWBBljmnXOO9elX0z36rdq7z+qYbwT/dlGR5MWAkUEQfbhnTxVf/KL9P/4x7byelaXqBz+w94c/FG06ZfwUT5/u5Pr1mjdvTpSFysoUT5um7pFHTjUcBLp95SsO/vznp9pEwTXXaFqzRqTh1MJbkJ8vZ9AgJ1enit8UT5nixAsvpJTlDB2qecOGlDaFw4KsLNGTJ1PqZpeWUpcqiBkuKqIhbdEvFJIXiaSM3Pxs8jMM+3Ae2bnJBSjRMVNOFkqT/s5DeYZ60MupCXIIPTupVyHVV617J/XKSaGsbqTTUhSNpdmaC041uF+3Dlk3omhUkMKdJ+RqVCidi5vkpNSLoDGDt0REWFMap0blJEnqxRAIaU27ngjyFKXEckMffVI0Y4jx6QH7U/gwV658+Y4mGdaBwCijrbIy5fgrXGmNVSnc3U13IYH9SUZ9tmw1xnkzKXYSJrvJmxaniAUONcxxx+2y85xjzM+WO7t48/yguqYq+r3av1SsxDqnFshiwo6TvGSR5I2E61xvmdqU/lCpm7As++xLlGXJMsoVViSJ8cIoo62xOqU/lyh1UlMH+6CnXh1EF3vrY1faGMmTlzK5PdVGRzXyLGFtafZkZvG4jjYd0U7KPxihjFZV7M7GPom1GhFo7WCTtduJyeURobg12fEaIymslq35A685ot1W/eBvF7sDHb9N8vdIbfODkSNbc5rgcK4cLSm2e+eCxd10czDN7rzMZTbbnFav0lF1KXOh7LiX3Pa0Oc544yz1dkrZCMNttS2Fu0uV6qlHQuOAWP+/yWQLvZTStya5wTve1aDhY7M7LzbuvOAm5p+v/eLv+jLOE9LJ4vT1wimDpjltKnuqbvKEO6xFWGvGejmaExPubM2d1svWIi/+cghpk68x4zWnLhZ0RpAxMo3EiSmK5gyE2/7Z8STjr1F+p/UaFCU+OyFPq3CHurH2ChMGaptQ3PWlY71W4cQ1ttdt/5bngth3zkzcFyrOlSD71vSI/mntfWd1zLeCf72oSPJiwMggiP76d30RneDMTJ3TI32Ed9Zmdvy3HeUFMc/yDgjIT/akK44fmKluqVMZdCrFJsuZ6pWRmM8WiE30M1FAAQmJkwLS5sankOfUokA43n6G9lpyQhoqY6sMrUIOqczYYJuQo0luukeUpfBeO6I4qjTRRqM8kU44tklegmM74/fY4myQYqCejcF6oeNcJ+Zny51dvHl+UF1TFf1i7ed/15dxgaHzSW9s5J59isasTib06RPzFuGM3NBuq7XzTShuz2a6xkA0saEUs/wy2bupiMSP+qC3Vcy+y1wv2d7lw9uSZz5vuDjxcdmdFxt3XrxBLhchovF1ydMjEEmzvjJPymOICCWRZOdtp1Ls6epdXIic5u6ERBLE2Bm1xY4+lbsymvLJuSNw8d3Lc8GlHuvThQ+H82FQnK7NNjJEzWVANLZZn5i0n55kM6W2Pf1FnekX/4hvUPq74/R1z+zkkdMsrSRzbOal2fYjU/fj0nf0P4no4s4uXHy4VKeI5xMf7p6dTf73Twoude4872/HIAimB0GwLgiCjUEQfOd8n+9CxgdPytsR7fBXZ0eGklYuM+1+tCMrye2l5TSma3bSTn3nRt6ZrZimX3fM9u34bdpd2Tse3bEkfaUy9r0y353k6+/s3rdn4+zCuaNN1ln9fhA+iDOCIMgNguCR+OdLgiAYcB6+1u8UXbzZOU7Homc8koO0nfTm0zScTE2NndSJItk1vuk0F5Osq3Oikzrp9TpGMiVO25x/akyFO6kY281OF0PrGEYVq5t64UF8f/uD63YZj2eLj5I36eJOurjz/OJ01uhHc2TWGfLN6RYWk+29M1+s/HD8de53pgvngkuZO8/rxDwIgiz8C2ZgJB4MgqCj1HoXkhBNmUQT64CZKCjdNShGQB07YVgoLU48JEiKv25HruK0cwfaMqh9h+SnLAgQEk2xStuPPuV21I7sDC7eQVp8eexa0iMVY3ZuU5paZI4WmSzgZtkp5w6dZiEheeC27+58WHS2e3SpISrQKuusfk+HM+SML+BINBodjJ/iJ+fhq/3OcCnx5kdlqHTmApmO9OW9ppZO6qXT1UmZfd6Ls1NPfgK5pR3rVVenUm8bsnplaK8i9SIjaOsYvy2nWAdJjOMdVWwjoTLNeadOHEJRWpxi+ycn0jKSFKSJK9Eei54n+Uvnxm5Ohrqp3l2nHNo7ttnRC+zsXWEvNZwtd34Qurjz0uLO3y06mxoEp7WlToeIQDjDplB2mkZQINJBFRyyMoQ35mWwOwvkd1haLNCRs4vSVMFDYtoV6UjPWnNqg0mH8nR796PguY4aT1241LnzfLuyj8fGaDS6GYIgeBizSVKryoBs2VrSjIt2db90ZBKtKFCgMW1rI6Yu2HGyl1nQqzxFEI6Y0NyRtLJs2aKiKSIKgUC1KruSVCuJic+ttSqlbIihdtqRIqLQWx+FsmxNElHopo8aNV7xdEIZstpAU91jof/rsF0Cgctc7Sa/Z4lf22qpQMggE1zjMzZ63nrPiGoz0M1Gus8Ra23wkFYn9DNVP9Mct81W/0eLY3qZrpfpGq230z9pdVi5W/X0B5qstdffabFfiUl6+q+abbPX/9Bqt0LX6+FPtWmw1985aatCNXr5ExGReLq0TYqMUe3L2py02c8cs0GxoS7zFS2OW+Of1dmoQJXLfQ05lvpXR22Tq8hon1akv5f8Qr19QmIp4vq5zjz/V1Pc+KzQ3bXuMM8jiXsYkuV607zi1RTFzWGG2mqnk0liKvny5cnr0Af6G2BbmnhblWq7kkRg2vtKm7YOfbhAvsa0bbMSJerPUCgwU3kmIZjOxs+HRcyl6COlkTPhjNn4q/j/H8M/B0EQRC8kwYwPh3PiTZCTQ3MqzwWFhaLH0yZhoRCRDHxaUCDamMqdWb16adubmplBXh4nT6aKtwWBUFmZyJHUMZIzZoyWFStSyrIHDNCybVvq8Xl5whUVWncncWcopHTmTI1PP51yfPFXvqLhl7+k5dS4Lfr85wWvvaZtwynujN77oKyqSpH/8zPa2ghlCX3m92Xfey/f/jL7dpOXz5e+yWe/yPe/yMo3KSjmC9/mvq/yy//OS78lv4jPfJepn+WNh3jxF4RzmP0dLr+ZDQt59acIuPHPGTSJzfNY9r+ItHHVnzD0XnY8xeqfEDnB4C8w5L9w+AU2/Yi2Y1T9Hv3/lKZ32Pv9WLq0sgep/BqRbTT8JW37ybtXVv4XFYe2aPJ9bXbJMU2pP9Nkuf1+rNVuea7W0/cds9EWf6/ZfrmqjfIdDeqs8jPN6oXlGeozWhRZ5tfa4pzY23A9XOMtjyeEpHLkG2WGxRakvH9rXOMdy1K4podeDqpL4dgsWYqUpYi3xc7VUdiqVJm6tHrtxnI6pxUp0pCWCSRfgROdujqkIpPtERZOecd/VOjizvOCc+fODDib/nCmtmiBQo1pi2KxrZNoh+PLlDuaZnNU62N32hgpUaJRY8p1hYV10z1FPC4QGGucWktTym50kze9kbAbAoGbzbDVeltsQkw07lbThPCKBZqdlK/AFLOUqzTPHEccUqTEVLNU6et5T9lhs2KlbjFTX/0t8ZKN3lOoxGS3KdfdSrXWWK4gni6tTIW3LbXSCrly3exW1aotttQ7lsdVxycaZoi3LfO2t4WFTTTRKCOt9Z43LBYIXB/PlLPdlni6tDbj3eAyw2yzyesWatXiatcabaxVlnvNIiedNNJot5jqXcsSZb31dYe7LbfCYq9p0aJIkTvM9r4Nai0TjQeuXmOsk9q8myRIWaHcYAMtTcqGERIy3tXeUpvyXEcYaoN1Kf2iUKEWzR2E4jLNUXrqYV+aan2u3BSRweT+kt6vixSmCG53Vq8zZBK0+yhs0UudO8+r+FsQBPdiejQa/WL879/DNdFo9I+T6nwJX4LSfqVjH972W7e62UIveVutNm0uM9Dd7rTbHs+ap069SpVmuV2lSk+Za7PNcuW50STj1HjdYm9aok2b0UaZZoq99ppnviOO6K23mW6TJ9/zXrDRRkWKTDXVAP2sstriRMqVa11ljCOOeMGLjqozxGA3mCgkZLE3bbFZpW5ucZM8eXba5S1L5Mk12aR4Cqxmb3lTkxNqjE/ky9xqi732GmKoSpWIpbDaa6dueipKEkWLiHRYwetC58h0vw7Yo0WL6qR8ixu876gjRrg8sZL6ntW2226AgYbHU5Ots84qK5QqNclkufLiOTNfFcUEE/XVz2GHPe9F9eoNNdRE12vVaoEXbLNdN5Wmm6pMmde87l3LhYXd4AZjjI6n0XtJkxOGG26qKeoc9bRn7HdApQoz3a6bSs+Y533r4iqy15vgei971Rve1KrVYIPcaZYddnjWc+rUK1dmpttVqvCYx30p+OI5iWOci3DOD4MfbyNFPvTfotHov3HGnLE6Xmdn/O9N8TqpkqQXKc7kHsTLE9xZlZU1duUvfqHs/vtt/9KX1D/zDKGQis98Rp9//EeHfvlLe3/0I211dQqvv17/f/s3rfX1dnz1q06sXi2nb199fvpTRRMm2Pnf/pujjz0myM3V4xvf0PPrX3dkzhx7fvADbUeOKJ09W5+f/ETrwYN2fOMbTqxcKW/UKH1++lM5/fvb/7/+lyMPPyyrtFTVX/+14kmTHF+yxP4f/lDb8eMqvvAFFZ/9rNaGBvu//30n339f4eTJun3zm0LhsLonnlA3Z46cyy7T4zvfESoo0LJ7tyP/8i+C3Fzl3/iGcEmJSCTi+BNPaNu/X9GDDwqXxdK4tO7erW3jRtk1NUIFSerikUgidVwXPhjp3BkRsc9meQqVx9M3RrRa6x1t2ow0VliOiFbLLFHnsJGuVK1vPBXU27bZorfexpsgJGS11VZ4N54uLZareLutXvGqFs1qjHOFMXE+ne+Qg/rpb4ppArzge3vZwgAAIABJREFU+aR393R99PGmxd62VFTUWONMdINNNnjeAg0a9NXP7e7QqtVcT9ptd+L4QQaZZ541VgkErnSVaWZY6i2vxlNqVql2l7sdc8zTnvL14E8/Fu48HW/SxZ2cG3eW9ysfu2xbrRKlnvS43XbJkeMGk13rOs9b4F3viIoY6XK3m2mzLRZ4ToNjeqlyh9ly5XrWXNttU6jQraYaapg3LFZrqShqjDPBRLvs9LwFjjlmkEFJ/fkF22xRrsI0M1SqtNoqS+PpVG8w2QADHHXUS150XKMxxhhtjIiIpd6yw0799DPOeCEhe+y2wgplytQYJyysRbOVVsoSMsoViZSABxxwwnF99Osw9rvszjNH+v1q1myn3SpUKIvbl02arLBavgKjDBdL89xksaVatLjWOGVKNGvxqtccdthIw40ySkQk47xjhZXeVitHtkkmG6CfrbZbZKFGJ4wyykTXO+aYeebba5+eerjdDIUKPe9F71kbXwy50WijvGWJ1y3WotUoI00zzU47PWueo+p0180sdyhU4AlP2W6HXDkmm2S8ceaZ713LRUQMNcRdZnvPWs970XeD/9bFnRlwvifm92Fa2pcdH41G/yRT/ZqammhtbW2mj7rQhS6cRwRBcE4EeS6ZFE6nxHkmnBEEwZp4nWSCHB+NRg9lavNiw9nyJl3c2YUu/K7wcXHnBykYd3FnF3d2oQsXE7q4MzPOtyv7TvRN+rsPaT7elzAiIho1KZCXsnq2zwFZsnRLSl2zxwF7HTRYP8Xx+O+jGizxnmL5xrtcWEirVvOssF+dqww01kCw3E4LrJMty91GG6BSo1b/Ya31juqryOeNUCbPKnV+ZqujWtyg0hf0F8LP7Pe0o/IEvqi72Srs0OyvHfS+ZiPl+L7uesv2pON+pl4b/lCRzyp2RKsfOWKZkwYJ+55K/WV7Tr1/ccgJUbOV+C8qNIn4ezssVq9Stv+qt2uV2ua4f7Xebo3GqPBlgxTLsdw+j3tfq4jbDDYxvguzyFrv2q5CoXvUKFOgWbMF3nbEMWMNc3n8Hh1Rp9Z7ShWpcXnimeyw22FHDTNYXjyws1WrfQ4oVaooKTYzlrc+mjG26ZOKj1gd80w4o73OziAIwmJJpQ67dPCJ5k1obY2or48oKwsldrkjkYjly1tVV4f06nXq1bV4cav9+6NmzMiSlxeru3w5zzzDFVcwa1as3sGD/PjH1Nfz5S8zblzMm/9//5onF9C7Fz/4c6p7sX0ff/EztuzmxrF8/3OxKIGH3uSn82mL8NVb+OKNHD3Bny1g4WaqivgfU5k4gDf38p032dPItL787bUUhPkfa3loG6Vh/nIUU6pZ18Cfr2XzCW6o4CfDKMrip3v59wPkhPizKj7TjS2tEd84HLGihRFh/qE8ZFhOyGuRJj9xTL2I2fJ9XZFQiCcd8KwDCoR9SW+jFWvW6tfW26jOYKU+a6gcYYc0eMYqzdpMN1LfhFfXPmts1V9PowyIPQ8R623Xqs1IAxN82qTJAYf11E1OUqB8kyYhYTldyWAS6OLOjxyfeO5s1iqiNSVOu1mzvQ7poTxRHhHxvi2yhAzRPzF+19pim72GG2BA3DNmjwNeVSssy82uUa5Us1YvWGyHvXrrYZoJcuTYao8F3nRCk3FGus4V4EVLvON9uXLMMMFwAxxwyFOet9cBVXqYbapuKrzrPQu9pUWb8Ua7yXgnNZvrNRvtUKnUbDfqpdI628y32AknXWW4W1wjotUzXrXWJsUKzTTJZfrZYrtnLFLvmEH6m+VWBQossdJrlgkEJqtRY5RWrV7whvW2qVBqpsnKlarX4AWL1Kk3wjDXGCskZKfd3lIrV46bTFQUz4m51jq77TPcEL3j97NVq/dtUKjQwCTPzQYN6hzTU0/hpDlDo0Y58lLKPum4lLnzfO+Yh7Eet2AX3sano9Homkz1e9f0if6s9uemm2azzZ4z3zENuutmtlny5ZnjCTvtkht3ER+vxrOes8JKERGDDXK3u7znPc970QknlCo120wFCj1mjoMOyZJlnBq3uMmj5lhvg6ioXnp50Kcst9JrXtOiVa4cU03RTTePeiwRczHQAPe626/8p73xmOI8ee5zjzXWqbU8ERsywlBjjPGwp7TGY4Jz5XjQnR7zvLqkuLihBshX4m3vn7qXAjNN8qhakaR4kzIFilRaL9Wb4nqDLHBEW1oCsIkGmpsWh5IvS6syB9Jila9QYImOyurDFViRFmMyRNg2JztEQV8nsCwt3rmbkIh6LWnxVDMUeDNtLGQJTJJveVr5EGVO2KMhLVbmDpd7xVspLXdXpq9Sq5Pi9kNC7jfD0+ZrSmrjGlfJJiXWp1KFT5nlNx5JxC/myvWg+62w0nIrREWFhExwncEGd+gnn/aA33rMRptERZUr94D77LbH817Q5KRcuW51s2GGesSjdtsjJGSUkWab7UULE+EdVarc5x5HHDHXs+rUKVJkhukuM8ATnrLRpkQ/n+IWb1niNa87qdllBrrTLPWOedpcXw2+fE4rl71qekc/W/vVszrm74K/PN2O+QdyRhAEX8PoaDT6lSAIHsDd0Wj0U2d77RcqzpY3ISdnVPRv//Yl3/pWd//4jwf8z/95QENDxE03FfrFL/pav77JV76yy9atzaqrs/3931e59tpCf/iH27300nHhcOAP/7DcT39a5bvf3efnPz+kqSlqzJg8v/pVX6tWNfn613fbv79VaWmWH/6wp+nTi9177zYrVjQJAqZOLfLII/380R/t9Nhj9draqK4O+4//6Gvt2hbf+c5+x49HZWfzuc+V+upXK8ycuduuXTHW6N8/y9y51b761SMWL46NyawsvvvdUkEQ8jd/cywRFt+3b5af/azC/fef1B4+HwR8+9s55s7NsybpThUX881v8tc/SL1nN93I6gMcSFvv/q9/wj/NTeW9/FzG3sjrm1LrXt6PDdk0pxHf9JHMT3tl52RR1o39aeF9t1bxYpo6e1ZAn55sS9NxG1cUUVsc6cDJ9/eq90I4tZFKgcH22R1KPeFspZbamPJuyBK4W3cvpYXijtPPITvtV5coy5fjPtd7zIva4rGCgcA9brbKKlvsSNQd5jLXuMJjnk7EGpYp9Tmf9mTc7ZGYBswsdzipyXzPa9EiJORqV7nRJL/2kL32CgR6q/Z7PuNVr1tiqTZtihW722whWZ7wlDp1cdffCa5znTketz7O/0MNcY+7rbDCIi9r0qS77u4yWzh+/F775Mt3i5td6QrzPW+FFaIYY7QZptsYd48/V1f2s+XO0/EmXdzJuXFn35p+0QW18w01NONzXmm1F72o0Qk99XC3O0VEPO5J+x2QK9dNJhvrao953DrrwRCD3etub3rbKxZr1qxEqXvMRGCOp9WplyXLeFe72WT/n4fssEtUVE89/L4HvGqxt70rIiJbtmluVqjIY+Y5GddN6qfap8zySw85Eh+rObLd63bLrPWeU8TVX7XxrvBYkj5ESMi9pnrSq04k2UOVSg3Qw/IkWxSuc6WlVibGf6yNwNVGWyL1VpfH3bGPp2npjDLAeus6PI8++tgmVdOkWJFjTqacD4bpb51tKWUF8kSc1JJmow43wAYbU8qyhHTT024HUsr7q7LbgQ5tTHaVt7yVdr58VXrZZEtK+U1u8IalKfHc3XUzynAveT1Rli3s0+71lOccjT+72ALBBGFZFnktEZPdV2/3mOXX/jMRT16syGd9xjLvqlWb6CdT3KJKlUfNUa9eSMgIw93tLo96LDHn6amnB91vs81esFCTJgUK3GaG3qo9ao499gjLUqPGVLd63ouWWaZVW2IetCsealwfD5W8w0w99fCkp222JRFqOdEEi71hsTd8O/jzLu7MdD3nW/MjCILb8A9imrX/Ho1G/6azuu3uCZkEN8gsrnE2QnGZkKnuh81B3ZZBeZyYAG96SrO2TnLEtgm0pSlYNmZQpYRWgeY0Fcs6JaIZVpQiqFeWUnZCrpNpquinzpmX8l0iaJWd8TqCREbbU7VzMioEk6NJbtpnpY5mVF8OaVWaJuhToEFORgGKqEINKdcR0tZpaqBAa0rdQKSTnJFnliKuM2Tqu2dTNywrsaDzQcjUp3PlJF7imep9kKtPZ+hZ0yf66do//uCKSfiH4LsfRJIdOCMIgh+gNhqNPh0EQR5+havEViwfaBftuFRwNrwZq395lIdUVoYcOpT67LOyYrpn6QiHaU0bQgUFgcbG1L4XBKkabe3IpB+Xqc0YV3S2S5peniWzInAoQ3mxzHrt+TpkM+8sSUIxHRJU9OvkEnKlrqlDz/jpMqFHWjt56Cg2HENJWt3c+HV1uO4olW2piu2hiIqqAxlE5aOKHFMeqksprXBQOKOQaqvKNJG1PMcz1iUiN41/szR3wp0R4bTy9MwjZ4sPy6chgcgZHp9JODZHjhYnhPDD4McfC3d+EG/SxZ2cPXe2252ZnvPZCF1lEmINCcU3ID54p/Ns7M7WTmzMTGjLyJ2d1U1vtzN7qCNiSc7OfBcz28lOs21E0t4LbWlpck+HjnboqZbTP4td85l68MTs2d9tvp0zfx6d4Wy4MxPOZs6VqTxffkLw+uOyOy827jzvPmXRaHQe5p3NMZkm5cjYmTLVPRvFv0x1P/xSReahG8TP2E58p7vKkGgKxZ+ubqaBmp62obNroGN+21NtiA/BU27bnbuPROPnPHWlWfE9mUx3o0V2ysQ8dJqXX6b87NmnrR9KSekR6tQI7HjfTpeaIvWunR3Ohggz1T3TSTmZ+3T6pLyzeueCj9ilKCNnRKPR7yX9vwn3faQnvcBwLryJDpNyMk/KyTSB1mFSHruWzMdnEHXP2GamFI5JrUgdVZ2ZPen1OqbdOYWmjp93RkSNUifmmdccY+goZOu0ES3NUifip7vkk1In+KdrtzFEzqmbn1/YmeJ4oFGBcqkT884WGDMZ1Z0vRgZpTyRyGu5Mn3JEOn0cZ4oPy6dnOilHxmwuzZ1MKs4WXdz50eNcuTPTcz4bNf5MWVNiO7xn1lPOxu7MSrMPT9dmbAnqgy2XWN3U0dL+95n39TOtff7SJZ7NuIzdlzO75kwp0n4X+Di5MxPOZs6VqfxEmufEueJS5s6uYK+LBOl5YD9KBIk0HZmG+9nRXOd/nf6TjzLvd3pbp2/5w/pHfLIRW4P+aAmyC134YJyOD89iPKdX/SipoLPtoI94yyUS7azBj5JVu5CO6Id8d3Rx5ycDIdHzOA09PdrH/7n20i7+uLBwoSwO/K5xqXNn18T8AkX68AudhtozfRLS1sEd6FS7qUZtniaNcaGKZARoSWsjS1ua8/ep2kHalURkdeIGGchJW50+nQtUVoZV6xZZcjpZM053k4w43Z5dF9F9GEQFWi9hguzChYoWOvH0yTjaO7Mw093QW3U+ec7khn6cpGyWqUjf9W7OcL7O6p44TbtFqZx6siFfUWlDhoqBIsc6lEYEGb2s0vmb2Pg+M2OwS5TobNHFnZ8M/K4tjDM9fyDGDcnojCtO38qZIHSeduJPVzNT+GXkjF3ZL4RlzjPn40sblzp3dr1NzwMyGTinEEr5X1anFJJqdIbQN4OlliWkp14dyqfoJift8YbwWaM61B0q25R4bsVkfE0P+Wmdv0jg9zoEZXK7PKVp3yUs5I+Ud6g7Sb4RaWQYwteM6NAhS4TN0j3DNQ+Qn8E39Dp9O7QRkicrQ1cvkt+hNP3F1I5A0DVYOkEsgv/Mf7vwScOZ8WEMnRkdHUdqQUHHdrOyyDT7HXNFxxZ79qS0umP512frEK9dUshXPt2x7gODGVyRWpYV8D9v73jFg3K5trJjG98aQVZa5Qrc1ZE6fbvq/2fvvqOrvrI80X/uVc6AJIIAEUUUwUZkTM7GGBxwqjTV1T1T1Wleve6urq6eDjM9taZner1Zs97MrDfd673uCq5yKgfA2BgTHMgCm5xMTgYBAhQQQtz7/tDVz7rSVQ24jA2Uviz/4aP9+/3O/f32+Z599tln76jcFrSXGQr7i2hr/h4h2agE7362AQk4ktEJPA8ZOrVqg6wEjBpqI1a/9XwYvgtM3N8UX4yB3M6b9zcaYyq+eG1PZKe0HTfT2nJJZA+ltjF+8xLYnb0UtRrFSUImGdFKtpsCPXVp1T7X9FbPTJNqqkmtZEv1ldWC10NCpml9bLhIN4Ut7M4QHjFZcos+58tTlsAmHmd4gso7jcl9WyJNmuwENnFXnVu1tYWU2xjf9z53fjG4n7nzruxxmVH22Bt3FqFQgXz59jfL4pgs2SwzrLQq7izDdFNt97HLzRLZFOupSDebbAnaMmV61CNe9XqQOTEs7BHz7bDLsWbZHocYbKABlnkzOHfUSSdf84wXveJcLCt7mjRPeMynKqzxgQYNwsImGGOicf7Fy87EZPvo6VuWKLfbO9arc10neZ40T3edvWC1fY5JlWKGUaYb5bgKL9rokmqDdfek8TKl2uSYVQ5IlWSRYQbq4o9EvOwTe1zSS46vGyhdssWK/YvjLqg3TxfjY8bXYXWed0GWJL+jUAfJ/kDEL1y13XWjpHlGrrCw76r3P1S5ge/KMUSqiIhfqLZenUFSfFeeVGHfle9/uqhKxDd1NCRmAJarssIFRdJ8TVfpwh5X5BeOOqbGOPnm6g4W6e8V+zWIWqhEqUINIt62y45YubQnjFYoxxEjvOEDV9UYoo9HTVSvwctWOuSYNKlmGG+SB71lrfXK3XBDV5097RGVLnvNclWqJUs2xoOmmeRf/MynsWyhHXTwrKdssMkOOzVlZR9vnM46W2Z5nJ486THPeyHI6p4kyTxz7bHHUcfi9HSAAVZbE5wFasxYvMBSy+POwY0z1hFHnG+WUbSDDgYaYHMzPQ8LmWG61dbGjZMhBjnljKuuth6Et4j7PaToXkI4zF/8RaG///sKN5odA3v88Wy7dtU7ePAz3SkqSvbccx38wz9cCM6Qp6Tw3/5bkR/84FNVVZ/pyfe+19GePde9995nZ5mHDEnzR3+U7w//8EzwrNzcsBdeKPb7v3/a0aONjUlJ/M3fFDp/PuJ//s/LwXn3adMy/fjHhRYv/tSnnzY29uyZ5K23uvnxj6u8+GKtmzfJyQn5h3/oaMCAVN/8ZqWTJ29KSeHZZzP80z/l+P73b/jnf76hvp4xY8J++tNMdXVh3/0uO3Y0Lr7/839uLJm2dBl/93dUV/PsM/z5nze+s//6jyx7p7FM2n/8AX168Td/wF/9E4dPM3ssf/hEo+yfPMLfv8mNm/yfcymNJYNbfZiX99C3I/92PKnJ/MEo/v4jjlWxpB/zejXKvn+OfzxMxxR+VErXDP5uGH9/hP01zC3gm7H77qnl//6UtDA/KKIoNew/CXu+JuK9uqixaSH/KpNwOMfXIxn+q2qXRHxNpknhdHSxziWvq5At7Hf10EuG39fHTxxwxBV95fmmgbKk2uCIN+1yw01TDDDPEGdd9HNrnXVRB9me8JABenjeCrtjVSYG6OXr5tvqY6t84Lp66dLMN113nT3vZVdju/c9FPmap/zSL51yulH3pFjgYeecs9GmgPt6622i8V7ySnC2MU2aJR633AqVzeb40cpcc83uZlmh8+R6yEPetCK4Z0jIPHOttS7Oxuirj4hI3LyfJs14Y63zftxYm2SCrTZpaCMfzq2gnTvvHiRLNt44HzTLlg2TTbLZ1rjM2sV6SpHisM/yPqVLN9M0K6wM5tiQkPnmed+mINs2jfNunlwbm83RHeRZZL4XvKYuVsUmRYqnLLbR1iDjd0jIOKP10MOvrAgqHfTQzbc86Wd+5XhsTOXK9pzFzqu0zDrX1EmVYpYJJnjA85Y5GLM9hurvWQ874oxXrXFFtc7yPWWmIoU+sM0mOyQJm2qsMkPVqfeW951yTpFCD5ssXbppRnvbBrWuG2+Y4UrAJ07YYJdMaeYYL0eWmcbZZpdjTumjp7JYabUpyqy2Sb0bJivTLbY5s8Ueex3RWUczjZMq2UxjrLRRjTrjDDNQI9EecNR2e3SQZ4axUqWabJwPbHbRJcMMNlBfMN1Y62wREjLDOIU6edJc631knyPy5ZlnskzpHjLGSqtdUWWgEpOMF8Z71vvITqkx50KpwfY75E3vqFKtq84We1iaNC961QmnJQl7wAiPmON1b/rILjfdlCfXEx51xRXLvO26eiEhwwwz0xQ/8dNAp7JlecZTVlvnSEwnQ0JGK9NBnnetDnJq5MmzyEIveCluzTPPHOW2B+uYRj0vVqRr3JopVaq55njTiricChOMs9veOFuyk46KFMXxcVjYFJOs88FvdNb9fufOO56V/XYwsGxQdHv5Nlkx79MhnzjjjBIlimL1/6pU2W2PjjoaZCCa6jEeUK9eqaGSY/6GChXO+FQfveTGdoTr3XDcMblydWnmxatQ4bp6RbppqudYr16lSvnyg3vSWFMwWUorb18klnasHb99SPTtE+lJtWp1riuQ30zumvPO6ayLzJhXuEGDY47LkKG7z7b1TjjhqqsGGBDUCL7goqOOKtYz0Ok6dXbYKV2GYbGa7RERO+1SpcoIw4MxcdQxfUN9Pld2zPyy3tGHy390W9f8LPR7n+tZ7WgbxcUjo598sl1qalgkEvHLX1525kyD557roKioUU92775m9epqEyZkGj26kWPr6iJeeumyTp2SzJ+fE9QM37y5xsmTN8yfnyszs7HtwoUGW7bUGj48XY8ejfeMRCK2b6+TkxM2cOBnO66XLjWoqGhQUpIaV4f80qXG2uTJyc3ShsWyyDXJteO3Cy25MyKiVq106XHzbqVKYWF58oK2q6665LIeigLZOnWOO6lAJ/kxno2IOBQrl1aiJHjeCSedd94AJQEfVqq0zwGdFeqvHxrthu22i4oa5cGAe3fbZVho+JfCne28eWcwtGxodFf5LmHhNr/zYUecc94gA3SKbWRUqXLAQZ0VKo7Vom7Us8OiIgY007OLKl1wQS89gzriDRqcckYHHXRoFrF41VU3RXRsVj2nQSRWxiq91Vhptzl/e9Hy+zdocN11GTKC9oiIiy7KkiVTZiDbuOa5rkhRIHvVVWed1V33oA57vXoHHZQrt4WeH1LjmlJDgnFyymknnNBHb92ardk+tkO2HCMMExbWoEG5bcaHxrVzZwLcVQvzsrKyaHl5+f9esB0JUa9OjRp5OjYblA1OOCZHrvxmoTUVzrnovGL9gsEa0eCog1KkK455EqHKFeed0U1Pmc3Oop9zWlRE12Y1hOrV+dRJnXSR3WyyOee0a6oV6yccM6Dq1TnqoA7ydYntjDfKnlHpor5KpMYmsYgGJx2XKVthM4dKvTrVanRo9pvbcfsIhUKfi7g6lfWJzir/m9u65qXQt+4pkrwX0M6dvxlq1GjQELfoq1PnpDO6KAgWbXDcSTVqDdAvbjH4iaPyddItzuF7wSWX9dFbakw2IuKEU7JlxTnoqlS5oEKRImkB70WcclxYkh4xowiuuuyUU4p016FZ2OYxR9xQr58BzRzMdU45qUCh3GbGfq1a9ep1aFE+sx23hy+LO9t5886gnTt/M1x1WbLkONvwqqsuOKeomSMiIuKwQ1Ik6x1zeMFll51xSpEecVx0yik3NOilOG6z7LQzCuTLaRZif9FFVWoU69FM9objjsuTp3Oz45DnnHPRRX30ltHM9j3kkAwZivX+tb+j6TeHJQeL13Z8PrRzZ2LcVaHsdbF/TQOgVq3DjiiQH3hfIiL22u+mm4YaHBhGRx1z1lkDDAiMnUsu2Wm3jjoYpjTmEa23yWb16o0xWq5cEREf2+mkk/rqY1jszMkJJ2xWLkO6qSbLlu2qq1Zbo1qN4YYbYZh6N6y1zjHHdNLJbDPlyfOR7TZaLyKizBhjjHXKKSssV+mSQp097BG5cr3qV446LCxspAfMt8BKb9lqiwYNsmR7xKNCeNWvXI+FOxUp8rRnPe+fXXAejWEsD5kuSdT7Vmk6t5kuwxLf9qqfqm6WFGiAoXrrY62lQXhJkmSP+bZ1lqlwNpDtoY/xZnnNPwdhfEmSPOLrdtvqk2ZhKwW6mmuJl/wv9bGwmZCQyea5qMJuWwPZDJkW+bZX/MQ1n4XMDlemkwLvWRn0LV2GZ/yupV51PhZaHhIy3kN66B33frrp5hu+5R0r7bTDTTflyrXIY3Lkes2vnHdOihSTTPaQyTbbZL0P1btukMHmme+GBm9Z4bRT8uWba75ChfY7YL0NQkImmmigEnXqrLHOBRf009d444SFfeKwj3wsR7bJJsuUoU6dD21Q55rRyoId7wMOOeqo3noFkSE1amz3kTRpHvRAoPv77HfZZcOUBhNFpUqHHVGkKIg2adDgkE8kS9ZP32ACax4Kf7toDCm6q2jktxLXXdegIdCJSy457aSeegXGznV19tkrS46SWHhhY7TRXlWqDTM8cNKdcMJRR/TUU9+YEXXVVVttkSrVWOOkStWgwSYbXVZpuOGBUbPLDvsdUCDfJA9JkeqM0z70gYiICSYo1lu1au96R4UKPfU03UxhYe9bZ7fdUqWaZrqBBtlph7VWu+aa3vpYYKEaVV73sgrnpUnzkKlGGesFLzjskKioTvIt8bSDDlhnjZtuCgkZbIgppvn//ERtjHOSJXvSE8rtsN/B4P0WyrfQPD/1ghuxIyohzDTNeRV22B3IZsn0DU/7qRfUNOOy8cboKNs73g24LEOGf+UbXvWyimbjcLAhhhhsqVeC0NgkSZ70rHVW+9SZZn3rYoa5XvbzILwwJGSuRxz1if32BrKd5HvMM37uZ2qCYzXJFlmk0lVrrAvezxCDLbLQL7wQhHd30cVznnbeRUu95YqrcmRbYLZBBljlXR/bKSxklFGmm6pChTe95bLLivUy3xzp0m2yxW67Zco0ywxddFGp0mrr1LnmQSMNMURExHYfOeKIbroZb5xkySpV2mCTZMkmmSBLVkz2UaMUAAAgAElEQVT2YxddNNQQPWIO3/Mq7LVPgQKlhqCRD3fGQkdHGBFENp12xlln9dcvGDt1rjvkkI46BvdsHCcnf92w/LVo5867Ay3LpJ1yWqVKJfoHtugVVxzyia66Bt+/3g077UTISMMD7t1rn/MqDDYwmM/POGuX3TrpaJQHhYXVqPGhDRo0GG+sTjpp0GCjzc46o7feyowSFrbPfttsly7ddFN10sk557xrjRo1hhpivHHq1HnbO445Jk8H883RRRfved8W5SIihhtmjlkOOuRNb6lWJUeOh83XVRcveD44slesl6c9603L7LFbVFSSJJNNVSjfG14OjuxlyvKMb3ndSy4247IBBikx2AqvN7MvkzzmGWutdS72LOiqq2lmeqHZfcPCHrXQIYfiwqILFFjicf/iZwF/h4TMNF2ta9bbEMhmyvR1z/ql5wPeg6FKddfNais12cnJkj3lG1ZaHtjU0M8Ao4zxmheDYzUZMjzn2zbYYLddzd7PFEOUetEvXXRBSEhf/TztWeW2W2ed6+oVKPCYRTrIs9RyRxyVId000zxghAMOWWOtOteUGmqaqSIi1ljruBPyFZhjphw5TjjpQxuE8JBJeuiuQYMPfKjCBQMNMCJ2VOCEkz62Q55cE02QLFm9GzbbrE6dMUYHTuojjjrhhN766B1zDte6ZqedsmUZYkhgSx7yiSpVhhgcN3aOOaGHorgIpuZHQW4X9zt33lU75t3KiqLfLv+OYUo1uGmffcHfsmSZ6iErmi3QGgfhDB9aH3dWrEg3GTLiPnySJBNN9H6Ls2LDlDrgYBw5p0tXoMApp1rJ7mpmgEGuXNWqW9Xr6yI/blBDjlxVCc7zJklqVQMzJVZB/FYQkqhWd+TX1KBtiWgb2dO/XNxOlsXG8yWt02DcFG7V3hTGfSvIlh2cA29CW9+iQDfnWnzjHro77Uzc+ZkUKTrIU+FCnGyZB5XbHtfWTz+fOhtn0GfIMMhAH/k4aGuagNZ6L67W6lBDXHbZ6WaGe44cE4yLWxA0TXarrFKtxo9D/+FzeRQ7lvWNTi3/8W1d83romXvKe3kvoKisW/R3y3/HDDN97GMXmhlGXXVVrLctNgVtjfk55nrHW3HcM8IDjjniSrMzkZkylRhgRzP9g/Em2GRjnK4X6qxGdWAo0air/ZU41GyhCz31dLLFwiYkJE26uha1TvMVuNhi/DSO9NaVGZKkqL/F8R4RapUc6WaMUb94RNrMcByKMddniN4Gf986orFeJMKtcmdIKDCZm985U2rgEG1CjhxVCTLDZ8qM0xEo0d8hn8S15eukWk3cGd+wsEEG2dvM4QBjjLbN9jh97qKzJEnONHMup0jxkEnWWhenu9NMtdVW1WqCtp56KFRgezPdT5dugflet1SDhi+NO9t5886gW1lR9PfK/41HPWKFt+NsyeGGueKK404EbVmyjDXaGuuCthCmmupD6+NshW66iYr4tNnZ3bCw0cri8sDAYIMddDBOf5Ml66CDCy24b4ASB2NHM5qQIcN111uN11y5rfLIpEpNWLe9kRniObUxzWFr3grHmPLzIhH3/rr23xRt28lfRBLH1tyZCMlSXE/A64l4tkC+Cy7GtaVJ06Ch1XqhWM9WTsL++jnsSNy3y5QpR07cWfLGTa1xNtgYd/1wwxxxJI4Pc+Uq0c82H8X1fZ45VloVZ4uONsppZ+K4N1++UR6wympR0XbubAN35cL83kdE+EstrhAVbpGnM6zhlp8f+tL72xoRTbXa//e9+My4bC376wzPLxIRv77E272Gz0uQHcr6RSeX/6fbumZZaMk9RZL3AorKukW/U/7tr7obXyraMgwbOeDWFteNsvG8c6tG1u2ibUM2GuPgzxCKmadfdC8S/d6m9uhtGMSt+a/1HPTbgi+LO9t5887g/rE7vwjcjkPwN3MetsWzd86GS2Qn/2bOhca73q7teqccv/ce2rkzMe7fWICvEPeacXInDMD7HdFYIZR772t/sbjf60m2ox1fDe4MJ7d110Y2u3UnfRP7ffb/X33E1b2Gdu5sx28r7p7twC8GjTEFt8bYieMP2nE7uN+5s31hfp/idpaM0duilbsXUfcf4d8LuJ/P+rSjHV8U7gZObuuuTYfDbgWJebblUr0dt4J27mzHbyPuFlvzi9pauR2mvvct7bsD9zN3tsdT3AF82QMvLNzqiW2FJKbHynHFy4YkJZBPa5aFsjmSEgyIcBveq7QEzwsleD9hZN1ihssQQYbjlu134mxS4j6075bzWT3J2/mvHe34ItBW4HRj663xQCjhuerEC8w0aQmuT9yH5mVpmhAVSiifLj1Bb0OSE4yVlBYlOn9d35ISXB8irgRZ8/Zb3/FpLdtubN4+bpc729GOO49bd64l4sm2KuMk4qL0NrgsOQGXtXXfRLzXFrJkJrCTQwnv3Zbtm9h2vXWbs50lvxjc79x5Ty3MExkUiYwXEg+gRMZSU/29lkhPMDC7x7JbN0eGjAT9Chkay+zeHEOVtrpvjhxTTIlrCwt72tMKm5U3gzKjLfGM1GZk1EVXf+qHhhkZEESmLE/5pt/1fYW6CAlJkmykMb7vb83wsPRYncNOCn3D7/uuv1KsvyRJkqUoNdof+w/meFKGTCEhWXIs9A1/6G/1ipXjCQnroa/f99ce9Q2ZsoWEpEozxXx/7N8rVSZJsrCwLnr4XT/0Ld9XoKuwsFTpJpjt//C3HjJTWqxWZ6Gufse/9a/9ic66Br9jmFH+1N8aqSz4zRkyPe4ZSzwbR9ZddPVH/jiupFBj1vrJrb5RmjTzPdxKdwYZ3MqhkSysnz6tvnGvZiWNmn/PRHpWoKBVW1uGd+KJrbWOtrVQSDR5JLrn7aJ9YX53oa3vn6g9kU62dX0ivcxpVkKsCUmSYovdeHTRNWFby+clS9ZDj1ayE0xspcO99DXAoLi2dOme8+04rg8Le8RCU02Lu8cgg/3AnyvWM+hHvnx/7Hu+ZomcGJelSTPXTH/tz4z2oBQpkiTprdif+SPf8zs6KxAWli7NLNP8lT81yTipUmJcVuAP/Gt/6Hs66xzjsiTDDfNDPzDDLKlShYRky/a0Z33fD/WOVU9IkqTEIH/iR570rBy5wsKy5VhkiT/x75QaKVmyJEn66O/f+qGnfUOO3ICTp5vjB/5Cb32C39xRJ//G98wwPe79DDbI7/lOHJ8mSfKEx3RuVhIOOulksomtvttE41t9twwZcTWam9C/WYnOJmTG5p5E7S2Rm0Af29LnRAZ9IvuiLXwV3NmOO4vb+aaJdKUtWzIR8hLoaiKdRsKSXH0TjJVcubJkxbWFhU00vpXseOOCDNlNKFTgKU/E/bZUqb7tO4YY6jOXZ9hkU33XH+kUu0dISLE+/tRfmWmuNGkxLsuxxNd83w/1VRKzL5MNMcyf+ZEnLJEjR1hYjhxPWuKH/txggyRJEhbWWy8/8Cee84wcOTEuSzXdNH/ph0YaEZt3QgoV+n3f9T3/RmeFwsJSpBhvnD/3AzPNijlCwwoU+o7v+mN/ppc+ge07Upk/85dmmS9NevA7nvSs7/m+/FjptZCQ7nr6vr8wRGmr9/OoxXEbVhkyfN23ZLT4RgOU6NvClgwLm5SAT4t0azUXh4R0TTi/dm7V1jiXtJ6fE3FnW7ZoYkfGrTtIvgjc79x5VyV/Kyoriv5J+Z9ZbJEkSV7zuosuSZVqioeMN87rltljj6iogQZYbJEDDnrHKjVqdFboUQtly7LUcsccly7dNFOVedAGG623UYMGw5SabZbLLlvuTRUu6KqLBebLk+dDG+ywQ5o000wx0EDnnLPKatWxEhVNpLfBRocdkS/fdNNkynDZ5Vh5oJvGm6gwNqAP2O+E4/rpH5QiuqHePvukSVeiJFD+WrUuq9RZlzjCjIjclqfutw2J3k+1alWuKtQ5eJe1ah2wX75OQamnBg3KbVWrxoPKgpI5O3zksMO66GpsrGTPCSd8ECtRMclExXq64oqVVrnkkt56m26asJDV1tpnX6w80Ex99LbDTuu8r169YUrNNF2FCku96YIL8nWywMMKFFjuTfvtlyzFOGNMNcV6G7wfK+3WU0+PWaTSZW9YqtJlmTLMNttAJV7yiqOOCWnMAPu4xdZYZ6NN/ib07z5XcoycsgHRkeX/47au+TA0+55KxHEvoKisKPq35X/tCUucdMJKb6lRI1uO+RborrvXvOKEE5IlG22MGWb5wPs22qDBDX30tdAiV1yx3FIXXdBBB/Mt0FOxVVbaZadkycaZYIKJPnHIKu+oVaOfEnPNA6usdNRRefLMNV8XXRxywIc+FBEx3nhDlLquzlprVajQS7EJJkmW7KQTym2VIdNkU2TKjJXC2uayy0YYETguq1X7xH75CvXUK3gnV1xRp05hzEBrQjt3/nokej+VKt3QEFcP+KJLjjqupx66xNpr1dpsiyRJxhgjPZZFeIONzqkwQIkRhoEddtlhh0xZZpqmgw5OO2ONtWrVGmG4MUa75pq3rHQqVqpyvrk66uh9Hyi3XZKw8cYZZ6x99nvHu6pV66XYQgs0aPC6pU47I1OmmWYYarAV3rbDTlFRQwyx0AK77faOd11zTScdPepRGdK87FXnnZcs2QTjTDXFy35lvwP+feivvxTubOfNO4OisqLoP5T/X57wuA99aL2NbrihUKHHLY7pzxsuuiRdullmGG64N70ZK98VMtwwD5tnf6B/Nbor8qiF0qQGtmi2LLPMNMRgW2y1wUYNbnrASNNMcdllK7ytQoXuisw3T6ZMW23zsY+lSzfDND30cMWVoFzacMOMNALsttt+BxUoMClWCqvOdVtipXfHGhMs4CtUOO6kXnoG9mlTe5IknXSKe1ft3Pnrkej9nHNOmrRWNdrPx/iwyfFSoSJWwiwvKJNXq9b7PlCj1mijFCsO+PSYYwoUmm6adGn22heU7p1kokGx9crb3lGpUm+9zDZbWMjb3nHQIVkyzTTTQCVxa6NSQ8wxx2mnLbdCpUr5OnnEAp109LqlDjsSswXGmmGad7xrc0zHeurhCY8561PLvKlKlUyZ5pqjj15e9IpTTvm70N+2c2cC3FUL87Kysmh5eflX3Y12tOO3DqFQ6HMRV3bZwOjw8v/ntq7ZGJp+T5HkvYB27mxHO74afFnc2c6bdwbt3NmOdnw1aOfOxLh/T8/fYbS1I0t86NFVV513Tg89g9DjOnV22yVLloEGCQsHu7SXXTbccEW6g5122GuPPHmmmiZDphNOWG2tOnVGGGGcMapVW26Fk07pIM88c/XQ3RrrbFXuppuGGuxh8512xlLLXFIpR7a55hpkgGWW22m3qKgBSjxmsdNOWm6pK67IkmWO+QYZ5E3L7bZTRESJARZ7zBlnLLPUZZUx2XkGGWyF5XbaISqqvxKLLHbWOUstU+myLJnmmNNsF2OHSCwiYpFHXVBhqeUuuKijDhZ4WC/FPrTeVtvAGGUmmqBGjbetUuG87rqbZaZMGY45ZotNUqSYbKp8+cEO3AUXDDE42DGvVWuPXTrooMTA4FtWOK9KlWK9gh33iIjLLsuRLaVZKFtTTcr73bvcFFLUjnbcKhJx52WXpcf+NaFChSpX48ZbpUqHHNRVl2C81qkLdv3HGCdPnogGG33olJO66W6SycKS7bbDFhuFhYw32UCDnXHaW1aodEmR7uZbIEO6Fd60377Y7u84U03zke1WW6VWrUKdPWqRHLle9YrjjkmWbJTRZpltq23WxHi6QIHFHtVBnle86pjjkiQZbZTZZvnIdmtiO7UFCiy0WAcdvOoVxxyVJMmDRpljnu0+8q41rrkmX75FFuqko9e84UhMdrQys8yw117veFeNGkW6W+QROXKs9I59DkiXbrppSg1x1jkrY9FgQww02STJwj6yy257dZBnhqkypatXb6NNrqkz2qggLPaCiw47rLuiuCMJp5wSEVWsZ9BW74ZqVXLl/lZGg7VzZztuFy3HRoMGV12VLUdqs9DjROPtlNNOO62vPsHu+CWXbLNVmjTjTJAqVZ0666xx2WWDDDLSg7Fd2vX22RuLcJmpmyL77LXWatdcM8BAs81R65qlXnfaKZkyzTDTUMOssdpWmzVo0Edfj1rsqive8JoLLsQiW2cYpcw7Vtqm3E0NeuntMU+octUbXlOhIk52tVW2xnZqe+ltscfVqPa6V1WokCbNVNONNiZOtlixxzypRk3svuelyzA9dt/3vWdzbAd5oEHmW+C66960zBmnddDRPPN118MBB6z3gZtuGmOsEUYG7+y0U7rrYYKJkiW76qotNkmSbJxxMmJHGE444YyzBigJIhUaNDjuhBw5cdFKdbF/ubEjTW3px/2K+50776od8+5lPaI/Kv9L881VpLu3vG23PcLCRhtlumm22W6NderUKdLNYxapc91r3ggG7HRTPWCkV7zqgIOxBWFfT3jCNtus9Z569bJkecR82XK97GWXXREWNshAj1nsZ5533HGQJcuTHnfMYetj4ZgwxFBjjPVLz7vuOhrPWzzlGSu86YKK4Pf1jw24LTYHbUmSzDLHO94O7glddVMdC75ujv4GOeBQXFuWLDVqWr3PPLmuuBrXlipFvRutZNOkBf1vQrJkEddbndJLl65OXSvZBg2t7tuW7HURLVNhJJJNkeJGgv7myFHV4t101EGly3FtYWE9dXXKybj2B5XZ4SM33Qza8uUr0t0uO+P6utgTlnvDNddirSFTTFWrVrktQfGL7npYaJHn/dTV2HvPku05X/eRHbbYKiIiWbKZpuujtxe8rFKlsLAS/T1tieVW2GGnm24qUGCJJ1SpttQyV12VLt1MM4ww3Gted8BBISHDlFpogZ12xQz3Wl11s9ijUiR73VKnnJYl0wwzDDPU+z60xRY/CP3p5/IoZpUNig4u/39v65ptoUn3lPfyXkCPsu7RH5f/RwsslCTJcksddyxmaEw33Ejvesc25YEz7VGLHPaJt6xQo0aePA97RCf5fuVlZ5wWFjbSA+Z52HLL7PSxm27KV+AJTzrnnLe8qU6dZMnGm+BBo/zcT110ERQo9KyvWektB+xH47icYqoMmVZ6KxiHHXTwuCf9ws+bjTcmm+Koo046EbRlyDDWeOusiXsXww13wK44PkqSpEBn55yNk+2imzPOt3qfiXgnW3bgfG2OsHAcdzf2LUt1Cy5rSzZbpmstuKzt+2aqbsHTkCTsZqv7Ju5vot/WXQ8nWrybVKlSpahuMbdMNMYmG+PaBhuk0mWf+jTu+XPM9ro3gu/beEb9cZttdiw2t8IDRhpikFe8FsxDnRX6lm941WsOOyoqKlOmxy1Wp85yK1xzLRZOOcYUk/3Si8F9eyn2rKd9bKe11qpzXQd5HrUw5vR4zWlnpEgxyQSTPWS1NbbEHNkl+nvUQudVWO7NIJxzgYd11cUKb9trnx+F/vxL4c523rwz6F7WI/rfy/+7eeYFmwAXXdRBRwvM101Xr1vqoEOShJXFnF4fWu8DH6p3QzddPW6xKtVe94ZKl4MjkA94wC+9EKeXz3jKhzbEQtkbZEg333xZMvzKa2rUCgnpo7fHPeanfu6cc2gcl49b5JBPlNse/I5iPU0wwcteiRtvCz3iXavj7KXOOusq3x67497FWBNstiGuLVOmqGgcH9PIGaedimtLkiQi0qogWCIuSsRvNPJ6y2eFJC4ylsj2bUs2U5baBHZyIiTqb6ONe1PLBHlddfNpC+7srIuLLsTZl0mSlCq1w4442Smm2mSbWrVBW3fdDdDfOu8HvyVduq951q+8Gti5YWFzzXbDDWusC543QIlHPOxnnnc+tgbppJNveM7HdlhvgxsapEs312w9dPeSV1S4ICxsuGEWWehtK22L2cnddLXEEy67YqllLsc26+aZo0SJpZba76CwsAc9YK7ZzWzRa3rpaaFHwFLLnXTKX4Z+2M6dCXBXLcy7lRVFv13+HSReQCZauLVVpCXRQrEtIkiExIM7IukrLAkT0ZR1/MvK7RgVEvnC/W9RTRmVvwzP3lf7zRp7ELrlbPG3o6NJkuKIn7YdGYn0OVOG2tgE+OPQf/hcxJVZNjg6sPyfb+uaj0Pj7ymSvBdQVNYt+p3yb7f590TcmUh/SKwrbTne7k5EhdvM2d5SUozhvlhOvb373kv9bdSLW+3vl4lE3NkWnybS8UTO6bbGSPPx8GVxZztv3hk02Z3JkmILr3gk0oFEutIWEulaW4vHW73+N8dXbxe1oxE3vzRb+PZwO3P+rY6Rlrrczp2JcdeGsifa1W1pWNJ2cYdECnWrC57G+yYqBfHVEtmXXyk2FCuD88U+NcQdmWoSIRx7zldlRDbW/L31p9+OjiYyGBMtyhv70fpt17bwSn8eRNFwH4cU3S9IxJ2J9IfEunLvLMobEY2ZALeCO1Mx/PZw7/T37q1Xnog72+LTRDqeaKHV1hj5IsZDO3feXUi0KCexDtzqopzEunY71s+dsJS+aruoHY1o/LJ351e4HY671THyReny/c6dd+3CvB13A+6M+Xc3k1E7bhchN9tppB13Ge7OpWPbuNVFOe01w+8ftHNnO746tLNIO+5d3N/cef/+snZ8Ibgdg/F28GUZlxGh9pCtO4j7PQlHO+5NtC90bx3t7PjVoJ072/FVod0uase9jPudO+++gw13Mb6IU3WhBPfIapbFvQlhYcnNsmw2XtuYZKcluugip8U9GpPKzWglO964uOyONCZSW2Rhq77NNUcXXeLa8uRZ5LFWsrPN0UXXuLZcuRZ5XKiFms0yWzfdWsku9Eir+840Xa7cuLYsWcYa0+q3PeiBVhkpkyTrqGMr2a4tnt+ERN8ntVm29dtFU9j+/Yybkm7rv98EoVDov4RCof2hUGhnKBR6LRQKdWhD7lgoFNoVCoU+DoVC7bVw7iEk3YaO5Mhp1ZYhU7jVOA4FWdybY6jhrXg2S5Yy8cfRQkLme1iGjLj2noqNN6FV/5d4WmasVnAT+upjYgLZpyyRFcvM24RivUw2pZXsk54KahA3oZdi442LawsLW2yhlBa/rbsivRS3+G2MM07LPbRcOa2uh24KW73dRHJN/WiJRBz724p23mzHF4lE4y2pDTM/kV1T2MI2bLw+SZ7W6jLG2FZjuUh3PZplgqfxrPKjFrXi9dHG6K1PXFumTE9a0kp2vAmtZDNkWOLpVrLjTNBP/wSyz8RVf2j8DeP0ajEvpEv3cAJb9AEPxlVcavptwwzXEsWKE/JcZgueDyGnBZ//OtzO3Hi/437mzrsy+VuaNMOUKo+VwmrCdFN9YH3cOdq++oIjjgRtGTLMNsMyK4IzZiEhCzxss81BlkIYaKC+eltpVSCbK8dznvGSV1x0CU3k8ogrLnnfe266KSSk1HAzzPTLZlkzu+rqOd+w2y7rrFXvumzZHrZAT7284TVHHZEs2WhjTDfTQQe8a5VaNfroa74F0qR5zzoH7Zcj16zYQvmyy9ZY55o6ZR4wMFbS64BDDjigi85GKwvKsG2zXb16ozwYEMN5FY44oofuQVmbiIi99rupwVBDAhK76IKjjuqpOFioN8ruddMNQw1rJnvREYf10EM3RYHsfvvdUG+o0kD2kkuOOKpIkaLYQjkiYpfdbmgw3LCgBMgxJxx1RLFi/WLf/KqrNtiIkInGy5Gj3g3ve9+nzsWylI4XFrZNue22SZZksmlKlDjsE+94W5UqPRV72CNuuul1rzrlpBQpJphoksmWWRpkcS9U6HFLnHXaW95yXZ2wJGVGG2+8n/gXl1WCHLme9Zx3rXUwlk0/JKTMKF10tqJZNv5s2ZZ43AteDjJ0hoRMMdkxx+KyGHfUwWhlVnk3WPaHhMwxyxrr1KsPZHvqISrqlNNBW7JkY42xPpaB9fMm4UgrK412K3/ltq45Hhr8uRNxhEKh2VgTjUYbQqHQ30M0Gv1BArljKItGoxc+z3PuNTQlf+skX44cxx0L/pYkyRTTrfVu3BmvCSbaa4/LzSoZFOpsoEE+9H7QliLFY56wzBtxejnZVJUq7fTxZ/3Q3WxzvegXQWbdTJme83XrfWifvaKikiSZZrqeir3iZVWuCgnpr8RTnvG2FT5uMd6iIt7wugrnY2V4ZnnAgzZYb7ONbrppuBGmm6lenXe97azTuuhmpvmyZTvlhE0+FBI2yRRddAvKJn7qU/30M9gQNJZN3G6bNKkeMCrgrWOOOedTJQYEZW3q1dtjt0xZAR/DCSedd94AJYGDsV693fbIlGmAksCYPumEc87pr0SHmCFcr95eu2XIVGJAIHvKKZ86p0R/efLQmEdgp12yZRkUK8MJe+11XoXBBgX8fcZZ222XLdsEE2LZ16ut8p4q1UYYaoRSDRqs9r4DDsmVa54Zuuhsq3IfWK9evVJDzDbbGWcttdRFl2TLNtds/fTzghcdjeljb709Y4n3fWCDTW66KVWqOWbpoINXvBroTTfdPGOJn3lehQuBLj9sntNO2+aj4D1309UUk73iV8FZ4SRJFlnoXWtccSWQ7aevTFl22RW0pUoxy0wrvB03RsYYbY+9cZmfc+TooYd99uHL48523rwzaLI7BxnojLNBRRUauWuYUpttCdpCQuaZ411r4ubZUkNdd90hnwRtuXLMNtvrXo/Ty8cttt4Gp50JZEcaobdellsRnO8tUOAbnvOCl5yJZf5Olx5kgF9ppevqJUkyzlhTTfGilxxxFPTWyzOecsQxb3tblWqddLTQI3oosso79tgjRYqJJhptrArnvWOlq67or8RU06RItdtuu+yQLdtU0+XIcUO9jTaoUm2kkbrHbMkKFfbao1CBIUrRaNsdsF+1asMMD0pjXnXVIQd11lnPZk7DAw64psYQpYET4YorMdkuilvI1qgyVKm0Fvct1DlO9pADsZKQQwLZSpUOOqCLLoEDoEGDj2xXp86DRgUO0QP2O+SQLroYFbOzzy4H4RgAACAASURBVDnng9i6YLyJihXH+HSls87qpqtZ5kqXbq3VdvhYWJKxxproIR/ZYZVVatQqVGiRR6RI8aJXnHdekiQjDfew+V7wkoMOiYrKke0JjzvrrFVWB+uSwQaaaoqf+HnAXRnSPW2Jd61xslk2/WFKdVZojXUB92XIsMhCv/JanI5PMtEnPvFpbK1DY/Wn4Yb7wIdxY2SGadbG3kkTivV0zbWAz9u5s41n3k0L8wFlA6Kvlr+uNDCMrtlmW6w27KhgkXbAARdcNNSQwIC56qqDDumsc1C7MSLiiKNuiijRLzBUqlSpcEGRbgE5RERccFGmjDivWIMG9W7IbLFT0o523C4iIurUSZce6GJExEUXZbTQuwsuxhwGPYIFQZUqx53UVRcFsbrBDRrssVeSZEOaGeOHHAqM8abFw3kV9tijQIFhscmyznWbbDYtNOVzEVdq2bBol/LXbuuaU6GSLyRDZigUWownotHocwn+dsxvkYE5oGxA9N3ydwMD5KILdtmlk05KDQucdLvtdF29kUYGRsk555x0Qh995CtAo14dclCW7Dij5qILqlTpoWeglw0aYuWF8oJ7wvVYwrnmbe1ox+dBonm4Se/y5AXzOAIHZA/dg7YKFc45p7feAc/WqrXXfh11CJy9ERE77XLNNQ8YGdz3sCOOO66PPvrEdtgqVdpqmzmhWV8Kd7bz5p3BgLIB0U3lm4J58pgTjjisWLH++qHR6fWxHdKkGxHjUzjiqEsqDTYwWLjVqHHUcZ0VxkUnnnZGVDROL+vUueKKfPlxu7m1rkmV0mqHtx3tuF3UqxcRlS4taKtz3RWX4/SuQYOTTsmWFRc5ccJJ1ar11z9YgzVuwB3VQ/cg+rXOdTvskCLF8NhmXeNG2x6XXFRqaHDfE07aZ7+5odnt3JnoOXfTwrysrCxaXt4ePXUruKFedaz2cNMk0TiwTsiUFReCfswxlS4ZaFCwY16p0l675SswyODg+o9sU+uaBzwY7PCccMJB+3XVTalhaBzsW2x2Q70yY4KQ0sM+ccRhPRUH972m1taYx3m0MTJifTjkkJOO66u/3jFjp3EC3C5VquFGBqRxyinnfaq/AUG/GjQ44bgcuXFEcl2dOtflyEkY2tWO1giFQp+bIAvKl97WNWdDfb8oklyGF6PR6M8T/O0oKjUeof1f0Wj0H3/T593NaOfOW0cjO1wPdppp5IyTTipQGDh7m3Z4brhhiKFxXHTMUcV6BU6La2qVK5cUi5xp2uHZa68zTulvQMBxV1yxzVZp0o0xRopUERE77FKhwhCDA+P9kku2+0i2bGWxXfuIiI/tdFml4YYHTrpLLtljnwL5cUeeDjikRo1SQ4J+1brmtNO66Bx3VKhGjahoq5DNdrSNL4s723nzzqCdO28dTbuvzY/TXHXVeed01z2w7W6ot9ce6TKVNIsKOmC/CyoMMkR+jLcuuminHTroYISRgRN5u22qVBlpZOAwPuO0vbHNheHNZLfY7JprRikL+PuEYw46qKsipbGNiBvqlSvXoMEoZYE93MTpvfQKdu0bNNhnjyQpcRFIV1xR4bweesY5BK+6KlVqXFs7fj3aubON59xNC/PSstLoyvJ3dI+FQNPoqa5WY7CBgVFxzjlHHFWsOJCtVWubj6RKNcoDgQFTbptLKg03LAiXPuSQffboJN844yVLdtFFH3hPgwbjTdBdD9fVWWO1czHSmWqaJMm22OxjH0mRYqpp+unvE4e8a5Ua1frpb465rqmz1GtOOy1DphlmGqrUcsvsskNERLFiT3jKXnu86x3XXZcixRRTlRjgeT8LQqs66uhrvul1rzrpROwNhZTFyGh1s1DVNGkWe8JrXokrWzBUqWtq40L/k6WYaZaV3ooL4ys1zBmnXYqF89MY1jrJQ9ZaE/ftypTZHwtTakK6dGXGxIXFwiQP2aY8CFmk8Yz5EKU2xUKrG39ZyHwLrLU6CKGl8fhCDz29772gLUOGZ33dq15WGQsjDwubY56oqHe9EwsPCxlooMUe94JfBCG/hQo94zlnfeptb6pWLUu2eeYbYKAV3rTPHmFho5SZbqYTTsRC4a/qqdh8C6RL94H37LNPtmwzzVKku3POWWeN66570CilhomI2GKT447pqshEkwJd3GSjJEkmmiRHTizc9iMXXFRqSHD84IKLdtujQKdg8mnyUt5QHzsO0DhuKlQ45YzeioNz9w0aHHbYoNCgz0VcKWXDo53Kl9/WNedDvY6juVfxH5uTWCgUepcWCQsa8aNoNPpGTOZHKMNj0QQkFgqFiqLR6JlQKNQZq/CH0Wj0/ZZy9wtKy0qj75e/H+z6NGhw0H5JkuNCoI864rzzBhoUGDAXXbDHbp0UGGKIsLDr6my2Wb16Y4yVKzcI+T7ttN56GeEBNDr+ttosTZoppsmTFztus0qVaoMNUWa0mxqsscZhh+TpYLa5ChXaaouNNmjQYKSRJpvqlFNWWKZSpU46edgCnRR4xUuOOyYsbKhSCy2y0tvKbXHTTVmyPGKhm25a6o2A+3oq9pjH/cQ/B6H7SZLM87AjPrHX3uBddtTRNNO97rW4clszzFJuS1xYdI4cw4203gdx32Oa6db7MC4MME+eXvrEhf7DTLOtjs09TeisUEcdHXAwaGs6qtIUstiEPrHQy6Ox8FVIkWyBBZZaFic70XjnVcSF2xYq8IgFfuGFoKxemjTPecYOO2z3saiosLBJJhppuF96UYULQkL66es5z9hgkw986IYb8uX7/9m77+A4rzNN9L9uZIBEYAATCII5ZzBTzJmUSCpQkmV7bI89Hs+sx2Mra7x3Z+O9dWvr3tq6u3XrVu1Wbe3MWLasREmUGCVSgVkUxUwxU8wJAAMIgCD6/oHG526gYRuUSJFUPyqWpMPTX3/9fec8533f8573ecRireR401uO+1KWLFNNUWqEz3zuQx+pUWOwgWaYrkaNlVb50gnttTfPHLlyHXDQBhuFhU0yUbFiNWp8YJ1LLumrrxGGBWNxux3y5JpggnRpatywySbXVRkdY7gfddxRR5ToFhMYrrbTTpkyDYzOBeqD05eU6aNPsGtfqdJRxwwMDbgj3JnkzduDQaWDIpu2bgqczSpV9tkvX4GSqJPWcHSv0nVDDAl2HxONoQoVNtsiQ4axxkiXrsYN661XrsIQg/WIztnPfG6ffdpoY7JJMmU44YS1PlTnpjHG6qu3K65YbqUzzuiiizlmSZdujQ/stFOqNJNMNMJw22z3vvdVuq6rIos85LpKb3jNBReiR/QmmmCCl/3GIQdFRLTVzhJP2GO3j6xTp05IyFDDjFDqX/yvgE8zZHjCd7xrmfPOBc+y3jYr9qG1QVuKFAs85F3vxB1DLdZNmjSHYrgoLGymWVZaEWeL9tDTNdecdSbuulNMs8aquPc50CCnnAzsQOrP00/0gPeties71nh77HY5jtNzjTXOKiv9QUMoZJGHrfNBnD3cTz999LMshmdz5fmBH3nT645Hjx+mS/eghdKle8tS11yVIsUII80x1zLv2GlH1Cfo5lFLlCnztmUuuiRfvgXmKdHNWutss12KsPHGGWO0Cy5aboUy5XrqYYZpUqXa6lO77YnaotMUKFChwlofqlJllNJgLH5uhyPRo6WlRgoLu+KKTTZLlWasMcG432WPCy4YqH+wKVahwl77tNc+LgPpgANuuKmfPkFwu0yZ084kubMZ3FWOeewZ8wct8KalccbKBOPs84WLLgZtuXL116/JGaApJlvnwzjDqpOOqlyNm4T158QHxZ03g25KHHesie5ea7muxJxBov5M+ZkYwmi4Lk11+9JlqGmk7xe6Y6reSTSgJc88VWoTTcccrVyLCUJQv6ikSHUjxhiH7no4EhMIgTbaqlAeZzSHhfXR177o2cUGlBptq+1xfQsVypYVd+48VaoZplrR6CzxZA/YaZdLMQtVJx310du6qENxq2d9UkuHRvI3v9uiz1xMKfpK0ctQKPQX+GtMj0QilX9G/3/E1Ugk8p9v9TvvdjScMS/QxiijrYoxbMLC5phnjVVxQbpuStSpiwny1Y+h8SbEBb1gsCH22RtnWGXI0E57J2POq0F/A+21O64tS5YbbjSZR221jeNz6gN6iXTXw8JNdKlTpDSrNX0v4aaQe7kWa0veQ7485TFrMGTKUJVA97aTjk43Wlt76emQw3EclylTrtZx9WNCQsYZZ31MsBcG6u9LJ1x2JWhrpZUhBkdrltQjLGyBeVY0mjfDDFWpMqgZcqe4M8mbtwcNdmcvPbXWymc+D/4uXbo5Znknpl4RjDHaHntdaTSGeurhczvirj/eOBtsjBuv7bR1XVVc7YL6Ghs9HHAo7vMdFDob4/w29M2Q0YQn8+TFBQ4b+lLbhF0S2TVJ3Hkkeg9hYTdENF4TsmXHbVKReA0NCcmWHTe+qOe+3Y3sy846u+RS3FhKk2qA/j5v5BdNMtF6G+Put1hXKVKCOiLU2wazzLDMe3F1vmaZaatPg/tNcmczn78bHfPbi7qkTEQS9xxut+F+qwSZMmJYJPvj1S36zNWc9l+lEMcc/F+YHIlEzjfTJwfhSCRyJfrfq/DvIpHI8lv5znsBDY55EvceIhoUP+5dx/zbjDvFnUnevD24M3bnN42IlEZBzSTubtSpf2v3M5LcmRjfwsoSIUnl1iTuJUS4a3MqIpGQm7V3dPH4r8jAqlAoBBsjkchfh0KhzvjvkUhkHjrgjejfp+I397txmcS9jbt1fidx+3CHuTPJm0kkcQ8h6ak0j/udO7+FjnkSSSTxtSHijjrmkUikVzPtpzAv+t+HMfSO3VQSSXxFRJLa3t8+3EHuTPJmEkncO4hIOuV/FPc5d34Lc+e+PcM9LSpt8OcgtjJvA5qT6oitZtyA5iSRsmOqd/6hLTth30T3m9UCmbqU+zjt52413CORkNobKS36k0QS3wRCLZhDibioOT5MxH05zVQ1byjEGIv6YmRNl+JE39dQuKwxEv22RNzZkmeQxO1FS7kziSRuFaHbkMbeHJckUsLJasbmS9Q3EceFhRN+X360iG0smrN7EylNJOJjEnNvagvs6a/Ks/W75Umubg73O3d+Jcc8FAo9FgqFdodCobpQKFTa6O9eDIVCB0Oh0P5QKDS7pdduiX5jor6JdMfri3M1HeztFTZpK1DQZHKFhXWKqRjfgOFGNOnbTrs4/d+G+1xoUZP7nWaGfjHyNtQXZvqxn8YZeLly/dwvjDM+cELTZXjQQ37uFzrpJCwsVaqhhnnRr800W5ZsqVJ1UeTnfuHvPa27HtKly5VnocWe8by55suVJ0uWYYZ7zot+4Vd66ClLlg46+L4feNpzZpotV55WWhlnvOe96G/9nW5KZMvWRZGf+KnnvGCSyVpH/3nAJM950Y/8WKeojnyRIn/tbzznBcOi2rHZsj1gkue9ZIGH5MiRKlVHHf2Vn/mZv1WoUEhIqlSjjPaiX+ujb/AuWmntL/zQDLPinPaeevmJn8bJWqRK9YhHFcbIzDWMjQkmNnnnU0xpsqjky08YtOjb6N2SOLhRf89NF4/mDPdE5J+RYKG5vZJxIXU3U1v0J4nby52J3ndLglaJxmBGjAZqLHISBN66NuI9BHO6MUYa2aRtkMGB/GIDWss1w6y4MZ8ixeOeaMLfo4yx2CNxBlpnnT3rBb30Dq7RWq4f+ktP+b5ceUFBpelmetGvjYzKnqVJ009/z3rej/xEBx2kS1eo0A/8yPNeNNY42XK00sokkz3reT/0lzrpJFu2Et393C8850WjjJYjR758c833tGd931M6KJQtWz99PetXnves4YbJlq1AgcUWetavPOJhBQpkydJfPy941q/8Qg/dpUuXJ89iC73keROMlyFDqlS99PScpz3pCa21FhKSKdNcsz3naR1jitIWKvRLf2ewQcHzCgkZb6xHLI4bT9my/cD3m7zfQQYGFX8bkCrVFJObvPOeejQxqMPCOidYbxsUKWLRsA40RkECI7852yLRHGnOcP960DLuTKIet5M7EyHRmtocnyYOvDVd6+tt0abX6JpgbHfUoQmnp0rVW9ONvMkeaDK+6xU0hsS1ZcnyfT+Mm7MpUjxkkfEmxHxfyECD/L2n4yR4O+jgl54x13yZMoWEtNLKEk94xvN66S1VarQy/TjPe9HDHpEnT7p0Jbr7hV96xvP6GyBLlnwFFlnsV5612CPaaCNbtsGGeM6LfuVZ/fSXLVt7hb7ju37lGfMskK9AjhyjjPa8l/zCL/XQQ7ZsHXX0Az/yjOdNNlUrrWTLNtpYL/gHP/JjhTGc/kN/6Tkv6m+ANGnSpRtuhJf82gyzZMgQEpIr13d814/8JNjYqlep6OU5L+gS8y7TpFlosbHGEbOGtdPOk55qMhammSGvEXe1kmNogk3ZkQn8j0wZCdfbYl2btDW3+ZVI9i3RNZsLQiQKkHx9tuj9zZ1fqfhbKBTqr75Gwf+HZyKRyNZo+wC8jNHojNXoE4lE/mjZ1s6lnSN/tfVnSo0wx2wrrPKpbW66qasij3nERZe85W3lKuRqbZ65eujuHe/aY68UKUYpNc0U++y3yhrXXNNdiQfNFxa2wnuOOKy1XLPNVqzEPnt9ZJ2bbio1WqlRqlRZY7WzzuiiyFTTpEt3xGFbbJYuwxRT5ctXq9ZGG5QrM8iQQDqjQYqonUIDDAh+6xGHXVelT4yEwA01LriojYK4XZiGqoZJTe6vhjp1TZ5huXI31QY6mdRLOZxwXBddA/mp6ypts026NMOjesK1am2x2UUX9NNfL73BHrvstEMruaaaJlu2005b533XVRlhpKGGueaaVVY4EZUHmm2uXLk+9pHPfCosbJwJSo2y3wErrHTVVcW6esgCN930prd86YRsWaabbqjB3rPCNp+pU6eP3hZbaL8vLLfCNZVytfag+dpq5/dedcpp/yH0b2+pOEZoyMiIdza17EPd0r4WTcl7GbeDO3++9W9MNd0ww73uVQcdEBLSzwCLLLLDDh9Y47rrCnWwyMMyZFjqDSd8GZV0nG6o4db7xEYb3FRrkMFmmq1Mmfcsc955HXU013z58m2y0We2SZduiql66e2SS9ZY7YrLBhhgtLHCwrbbZp99CrQxxRQZMlWq9ImP1Ko1xrhgzh2NihGVKFEc5dNatQ74Qrp0PWMM0+sqXXZFW23jDNNEcz6JliPRczzvvAwZcdlWp5x20UU99QyC4xejko5ttQnk+KpU+dgnqlQbZaQOOqhTZ4ONjjqukw4mRZ2M/fbbYFMgl1aixHnnLbcykAeabhpYYaUvHJAj2ywz9dLTRpt87BM31BpkgNlmO+O0tyxzySUFCjxonkKF3rDUQYekCBtphNlmWWudT2xwww0ddfCIxS67Yqm3VLh857gzyZu4Pdz5y63PeMiD2sj3qteddkaaNOOMMc1Uq6yxxVY33dRTD4stdNHFJmOoSJHlVtplV1ThYrzxxjrksJVWueqa3nqZY5awsNXed9Ah+fLMMVuh9o467qMoH441Rn/91Kr1sU+cdFqxriYYJyzsvPM22SJDugkmBHOuQc5qkIHaRfXCr6t0yCFttNFZl+D3X3ZZtepA9qoBSe78etD4OdaqddFFrbWOc3QPO6Ratd4xPsFxxx12VDfFukfXwDJl1tsoVaqJxsuRo0q1tVH5yD76BPKRm2y2x145csw0XVttHXTI+9aqUW2YocYbp0KFZd5z2mnttDPfPG0UWGW1z+2M2qJjPWCC7T632hqVrivSxSIPueGGNyx1xlmZMk01xUjDvektu+wWEdFLT4942E47rbZGleokdzaDr6UqeygUWiueIF+ESCTyv0f/fwX+MRKJbGj2IigtLY1s3br1K99PEkkk0TKEQqFbI8jBpRFLt7TsQz3D9xRJ3k4kuTOJJO5t3DHuTPJmHJLcmUQS9zaS3JkYt2uPvws2xvz/iWjbPYkaNVKlxkW9KlSoVattNBpJfeTxtFM66xKkYlarssMOGTIMMjjQ4t0W1fIbaFCQmrfPXjvtkCvPZFNkynTaKWt9oFq14YYbargrrljuXaec1E57c8xToMD71thum5CQkUaZZLJ99llpuauuaK/QQxbKku11rzrhSylSjTbadDOtstIWm9SqVajQI5a45qql3lShXJo040000USv+r0v7BcR0Vlnj/uOow5b7j2VKmXKNMMsAwz0Oy877lhUp7O3xzzuU1ut9b5q1fLke8hCbbT1uleddCJIT59ptg3W+9iHatQoVmKhRerUWeZtJ3wpV65Z5uipl89tt97HbqpTqtRoY9WoCTIfOutimunSpfvScVtskibdJFPkyVOnzqe2uuSSQQYF6UiXXbbHbm210zu6Mw4nnXDddSW6x2U+XFKmQEFcaluD9mNLjmnc9YigNnkW6mvEfcOdderUqm2S3nnRBWnS43ZazzvvkktKdAuyhSpU2GuPdtoF2Sg1amy0QbUqo4yRL1+dOpttctwxXXQxxjipUu2z1yYbpUgx0SQlSpx22krLlStToodZZoH3vOuAA9Fo/zRDDPWxj6z3sRtuKNHdQxYpc9FSb7qkTJZM08002BCv+b0DvhAR0V0Pj1pit13WWKVKlWzZ5pqnq25+52WnnRIS0lc/j1riA2utt9ENN+TLs9gimTK96jUXXAwywWab6T3LfeozN93UWSdLPOqKK970ljJlsmSbYbphhlhuhe12iIgYbJAF5jnltGXeVaZcB4UetEAbBT72ic/tiGY+TNZfP5dcstoal13RXz/jopkPu+yy21758k02KdAh32iTGjVGKw3Oip522hHHdFOsSzQ1vU6dw45IlxZ35KvSdVdcbpL5UOOGVCn31w5ekju/btxn3HlTekw68B92WnPjjmoe96UaNXroHsyP00455qhuSoLjlxUqAntnrLEyZKpR40PrlLmkn34GG6pOnU022muPVlqZbqa22tpvv3VRW3SQwR4wSYVyb3vLWWfkKzDXXJ0Vec8yO6Ma2EMMMcc8u+200kqVKuVHbb48+V7zeyedkCLFMMPN96CVVthik5tuaqOthz2q1g1veF25MqlSjTXOVNO95lX77BER0VEnSzzhlFPe845rrgXHkwYb7DWvOuRgYIs+4lF77LHaSpWuK1DgIQu1V2ipNxxxWKpU40wwyWS77PR+NOush57mWyAsbJUVDjssT67Z5uqks+OOBpkPo4wxwIBoVtB6J53QVbExUT5teDfp0o2Jvhs45KDzzuunf8CnNWoccUSBNgpjshyuuKJaTZAh0YBE/ss9j/ucO//kjnkoFFpNzOGzP+AfIpHI0mifteIjl/8NGyKRyD9H//9/4N1IJPJaguv/Ff4K8orzRz537AUjDDPDdLvttcoq11xTqNAiD0mV6g2vOhNNNZpgovEmesubdtmlzk1FijzqcQfst8pK1aqDyVmiu5f9i0suCgnpqqsnPeW1aOon9eeE5nvQNdesscpN9ZlQRbqaa65/9k+uu456J+shi2yw3mmngt/VSWe99PaRdX/4rUJmmGmN1UF6OvXnTGrdVK4s7tn01d9+e+Pa8uS57HITcZ1sOSpd+5NtzSFdhhrVf1bfhjTuWISaEfxpCETEIkWqm40+39w1smQFzzq2H5r0bautiy7GteXJd1lFXN/6s4tdnPBlXN9So22zNe5+O+iotdbB2KB+fDxoobe86YYbwT3NMMtxR+23P+jbXXcPmOwVv1WlCvVnW7/vB1ZbGQQ30qSZY67Wci31hmuuCQsbaJCHLPRqjOHfUUdLPOmEL62IBkKyZZtjnh56et2rjjoiRYrhRphjnk02W+cj1ap1VeRhi9S66U1LnXbG/xb6h1uLXA4qjXilhbsNA28tSnqv4U5yZ35x3shfH3vJJJONMsZaHwSp6N31sNBip53yjrdVqNBKjtnmKVHiFb/1peOBo/iIx6y20uaoYdRarkUWq1HtLUtVqhQWDlLc/8n/dM450FprT/iOjTbaaYf6EjYhQw3TUy9vej3g02zZHvOEV73imqvB7xpmuKuuNplzEz3gfWvinkE/AxxyIJiH1J+VbK/QGafj+hbp2mTONxgrjTmqtdauuNKkb+N+JObDsBR1mmbQJuK4VKmq/8yipGnS4n7rH0OGDNWNOD1Dumo1Tfpmygz4qQFFipxwIq4tS5awsGsx60pIyFijbRCfWjjMUMcddylmXcuTZ4Lx3rM8eA6pUj1uiVVWOed8cM1xxipQYLkVwZjprLPveNw/e9kZZ1B/9vIJjzvhhDU+cMON6Fn2SYYZ6jd+67QzUWO8pyc97kMfWx9NT2+rjUc9LCTsDUuDFP2pJhtjtPes8JntIiIG6O9B833phGXeU6HiznHnt4Q3udN2Z97If3vsP5hntm5KvGOZ3fYIYagh5prjU9usiTql7bSz2ELwmtddcFGaVGONNcVkv/OKLxwI1uonLbHTbmutc8MNadJMMVmJEi/7ratR7uugg+960u/83gknUc9ls8102RWfWB/MmXbamWu2l/0u4J6QkDlm2Rw9UtmAfPm66+Ez2+KewWhjbbEpjo9y5LjpZgIuaMqdiTiDxLzTnH2ZiA9bwnGJuLc5JOLv5j6f6L5aae1qozUhRYqISJPrJnpeHXV0wYW470uVqq9+dtsV13eq6db7OO459tBDnna2+jRoy5Fjicf8zisqVQb3tMhDjjnmU58Fv2OQgSYY72W/dTn6O9pr5y98z/vW2u5zdepky7bQgugG3hsqXA4Cw3PM8po37LFXRERXRZ6wxJe+tMx7rromV64F5uuqizcsdchhqVKMMcZ0U22x1VofqlbtX4deSnJnAtxVqeydSjtHfrT1x2hu0kekJBASaMnkTCKJew3NBT0S9w2LNFl8spoY442v+Z9C//7WCHJgacTLLXTMh95bJHk78XVxZ+fSTpEfb/0R6h3ehkW6Ac05lYnaVbnakQAAIABJREFUm+ub8P6TCtxfGRHUCflWiqR8A2jJ+E6XrqYRdzZ2HO4YdyZ5Mw63w+5M5BS2xFFMkRIEkYL7vIMcGXIzySL3KerUe0DfJBKN75bYFo1tkyR3JsbtmsNv4YlQKJQRCoW6ozc2t+QCiSJxIXUJCS7plCdxP6Mli3pjp7yOJtHrll7zT3whtS38k8Qfw1fmzsZOOU13hP9Y+5/rtPA1jqNvOULJ53jH0JLx3dgpx5/tpP1JtJQ7k/hT+MrcmejdtuR9N3ZauLMcef8m9yYRuQtCLonGd0tsi0S2yS3hPufOr3TYNRQKLcb/g/ZYFgqFtkcikdmRSGR3KBR6BXvUP5a//VOVMf+s75MkniSSuKsQ4euyU79NuNPcmcTdjaRm7bcQSe68JSS5M4kkvuW4z7nzKznmkUjkDbzRzN/9R/zHr3L9JteM/jtpwiSRxF2CCAmCqEn8Cdxp7kzi7kVyPfuWIsmdt4QkdyaRxLcc9zl3fvO5ES1ARPgbN2JCCe4gURv15zEaI1a3MBZpMdU3G1Cie5O2ttpJl9Hke0YY2aTvRA/IiqneSX2BkVFGx7WlSvWYJTJjtNNhlNEGGRzXlivXd3w37n5DQuZboGtMdV3oqJOHLIqrBpkS/a48eXF9e+pllDFN7muhxU2eYz/946rhN/QdqekRkp56NXk/YWGttGrSt73CJm2hZqZI40rT9X2/6dHZFHdkgidT2ZO4RbSkUmyiOZshI+G865igblRvfZr0zdFKt6g+bANCQmZGdYZjMdiQuAriDfe02CNxfUNCFnhIh0b30FWxeRbE3UOaNE/5ntxoxd0GDDPEuEZ8mC3bU55swj0PmKhY1yb3NTtacT4Wkz0go9H60Vor3XRr0ndII+7nD8XfGqNBez4WiTiSxO880Vr5rUCSN5O4RSTmzsR7bY1tRihQ0KQtRUpCG3WwIU3auuoap6xR/z3pppjapO8Ms5r07ayLyabEtaVJ86Sn5MiJax9ltOFGxLW1lusp34vjmZCQWeY04fR6RaJFcfZcWNhCDwcKSg3oosjQqA54bN+ZZjdZP4oVa9Xo8yEhffTVGIU6NGlDE7ubxGtdqJmU8fuq2npLcB9z59dS/O3rQmwRjkkm2mxr3FnzzjppL9+umAqG9RWyH/KWpXEVsqeZ4aADjjka9C3WzWhjvOn14Fx6thzf9T3vWhZUUUyRYqbZMmR4zzI1aoLJttBir/itY46KiGivvSc85aQvrbDcdddlyTbHHH31t9QbDvhCWIoRRphljkMOWGmlq64qVmyBh2TK8IH3fWG/HK3MNFuRImedtc4HqlQZodQgg9Sp85ltjjqio07GGCtVqmuu2WSDkLCxxsqKEuxhh5x2Si99dIiSQ7Uq++zVSms99Qqe0SknlavQS6+A8KpVOe6YNtrFOcSnnVKtWrFuATlcc80pp3SMVjOn/qzJccekSIlz3s8777yzuukeEHG1Knvt0VpucF916uyxR4Vygw0JCP64o/bZp1ChIYYJCytX7mMfqnXTOON10EGNGu9bE5VL62yKqVKk2miDz2yTJs1kU/TVz377rbbCVdeUKDHfg6pVecPrTjslU6ZJphip1Btet9dudep0UeQxj9trjzVWqVETXLeX3n7jn112GfWLxFO+53WvOu5YMOammu6mm9Z6P6b6anvzLPA7vwnOioeFzTXfVlucjVYmpj4Q0ltvH/kwaEuRYpZ5llsZV4uhrz4uueS8C/gKRTj6lkb8vy0s/jb93irEcS+gofhbSNh0M7zfSPlhuBFOOemss0FbvnxjjLfSe3EVshd71Cor4ir7jjJathwfWhv0ba/Qo5b4jX9WoRz1RsYSTzjooI3Wq1MnLGyCiYYY5ndedsF5ISEluvuOp3zkIxutV6tWgTYWe0SWLEu9Ecy5yaYabYxNNlrvY7VqDTTITLNUq7Hce047qVAHs82VL99BB2y0QYoUD5isSJFatT7xsYvO66NfEHg875ztPtNaa6VGS5WqTp3ddrriqiGGBsZSuXKHHdRRJ52jakx16hx1xE21euod8GG9hOZpXXQJPt/AhxkyAikjuOSSiy7ppjjg3ho3HHNUnvw4aZwTTrjsij56B7Ji9fd1REcdddYJ9fVXtkUr8w43LLjuLruccFJPPfWO8uwJJ2yyJfq8H9BKKxUqrLLGFVcM0N8opWrVWmWNgw5F5YFm6qSTDTb6xAa1ag02yGwzHXXMO5YpVyFPrnnm6ayj33rFcV8KCemnr4cttsJKn9rmppty5HjIg26qtdTbAff10tOD5vuf/klZdHxmyPCIxT7zub0xKia99TLAAG97J5gL6dI95mFvejuusvwwQ1x1zUGHgrYsWSZ7wAqr4s4JP2CCLbaqit7THePOJG/eFjTYnRkyjDXaOh/F/f0sM3xsfdz52B56KJDnU58FbdmyPWyR33stbq1eYJ79DsSptfTV12ilfu/VYBwVyPcD37fMew44KCIiQ7oFFsiS6U1LXXVNirDhhptvrte9aa996tTpqsjjHnPBecu8o0K5XHnmW6BEd6utstPnUqJSY+NNcNZZKy1XoVwPPU03Q5p0n9pir71ayTHNTPnyXXPNR9a5rtJIo4Mg5SEHHXRQZ50MNhT1krHbo89mmOHSorxz2mlnnFaiexAYqFXroANy5DSyD89FZS27B5+vURO1RdvGBQNPO6VKlW5K4mzRE07oqGOwEVSnziGHhIV01yNOXu6MM7rrEciSXXPN57ZrpVUgdVyr1lZbXHHZEMMCe3qXXb6wV4G2HjBJqlQnnfCRdWrdNMYYvfV12WXLveusMzrqZI55smRZZYVddkqRarzxxhpvi83W+kCV6zrqZJHFqtV41esuuhSVjBtjqsn+2W8cdkRERFttPWmJXXb7yCduuiksbIxR+uvvZb8LlI5y5fqep7zqNWejyiohIRONd8MNG2NKNOTJM88cv/danBLALDNttiXgYyjUXrFutvoDv4WFzTDdamsCPk5yZ2LcVY55v9J+kf++9X8oVSozGuE75LAzzuirb6DPV6nSfvsUKIjbVf7ScZWu66lnYKxcV+msczooDBxV6jUd06TFRQfr1LmpNiCBJJK43Ug05urUKVMmR05cNPW882pU66RzsKBUqHDSSV10CRafGjX22i1Ttt4xTsIee5UrN9CAoO8JJ+2z38zQ9FsjyD6lEf+1hY757HuLJO8F9C3tG/nN1n8x3IigGupuO11zzRDDAp676KKjjijSNTAqGoyVNGlKYnYaLrus3CWdFQV8WqdOuXI5sgOtVf5QgDP1q52OSiKJPxt10X9ix1ytWuUq5MoNNKDr1DnltAzp2scEN84666JLeugR2BtXXLHfAYXaBY5HrVrb7XBTbVxwY7/9vnTyznFnkjdvC/qW9o0s3fqWftFdzho3fGa7FGHDDA3G1wknnHFOH72CzYEq1Q47rK02AZ9Sv1ZXq9FZp2D9rVWrQoU8eU3GbDj6TxJJ3AkkWq+rVLvmqgIFcWP2hFMK5MVluR51XLVqvfUM+p511pdOKFES56ttt0OObIMNCmyTbba7rML00LQkdybAXeWYl5aWRrZubaGR/y1Brdq4SVTvvF2So1Wc81a/i12jWHEwYS664EvHddUt2PGuUmWHz2XIMNiQYMLssdtFFw0ySFvtUD/hdtqhnbbBznSNGpttUq1aqVHBpD1gv6OOKtZNX/3AVVdttUWaVKOMCQybPXY574IBBgRp5JddtscuBdrqG5MOdNAB11Xqp3/gxFaqdMrJQGu8AeXKpUhpkqLU+Bkm8QeEQrdGXKHepRH/pYVzdv69RZL3ApLcmRgNkflYo/eGGuUqFCiICzjU72Jn6hTdbaY+2HvJRb31DYIbZcrst1db7fXWGw0705+qUWOEkUHfgw446ogS3fWK9r3ssq02S5dhdJQPG4yVeu4dqEt0J72ee3dpo41hhga7Ntt8pkqVkUYE2UannXbEUcW6KlIU3Nc++6RJiwvSlSlz0SXFugZ8XKfOJWWyZcuOOQKVyAFO4g+4Y9yZ5M3bgiR3JkaigEGVqqjz1iZor1HjS8e10TbYBa9T54ADbqjRT/+AO0464bjjSpQE2ULXXPOZbTKkG25kkK20w3YXXDTYkCDocdopu+zURtsgCH0jaotWNbJFDznoiMO66aZ31Ja8rtI2n0qVZqTS4L4OOei8c/roF+zEX1fpC/sVaBt3hOmss66rjMsUrVWrTJl8eU02WfgWp5v/CSS5MzHuqpW2WrUdPtdP/8BYOOusIw4pUhwYG5XB5Eo10khpUcPmU1tcdNFAg4KUmAP22223fAUmmCBNuosuWGetWrXGGqtYiSpV1lgdTXfuYprpUqPpztt9Jl2ayabprbcD9lttlWuu6aW32eaodN1b3nTKSTlamWGmfvp721K77BQR0VMvD3vEdtu9b40a1TJlmmWOQoV+5+Ug3bmLIk96ym/9JkixT5VqjnkuuWiD9XEppbPM8YqXg3T+sLA55tlsowvRdOWGvr30ssH6oO11r5pljjVWBZG0NVYpVqzWTaecDPou9aaJJlnng6BtnQ8MNcwBB1TGpAdmyTLAQJ/GpLOssNxU03zso+Be11ilczTV84uYdK80aeZaYJm34mQaJpnsmGNxxxQ66mSSKd7wanDdTJm+6y+sscoRh9GQMj5Ne4WWekOlSiEhvfSxxBJveN0+e6PHFAo97gnlKizzlgoVsuWYbY4BBlruXTvtFBYywkjTzXTCccu957LLwZnSLFnWWWufPXK0NsNMRYqcdspaH6hRY5jhhhqmVq1NNjjuuI46BWlR552z0QapUk00SWutY8b8JQMNDMb8eefssUdb7QwyCPULx267ommmQ4L5dd65uPfbYjTIViTxjaIqejSlj76BEXDEYWed1UffwNi46IKddmqjTZCeV63KRhvVqFZqtAIF0bG11Qlf6qrYCCOFhR1x2GabpEs32VRttFGmzGqrXHVFX/2MNU6tWmusctghufLNMlsHHWyy0Ubr3VRnmGGmmOaYo971jnLl2mpngYfkyfOaVxx3XFjYMCPMMddy79rmUzfdlC/fYo8oV2aZd1SrFhIyyGBTTPO//M8gxT5Llsc96SMfOuRg8Nz66adEdyssD/g0XbpFHvaWN+OOUg00yDXXHHUkaKt/DlOsskpDedKVlhtltN12B3z4oXVy5OitT5Di2dB3kik+tD7guA99pINC6dJ96UTQ901vmWqyNT4I7nWFVUYa4YijLrkU9M3V2lhjrLIm6BsW9rBFVlmjQkXQd4jBCrWPu24bbXzXk/7Fb110EfUp4495xDnnvB9dP1OkRBMvx/kXv3XSSSEh3ZX4jids97n3rVWlSlttLbZQvjxLve1oNJ1/qslGKbXd59b5ULUagww0ywzVqq2wygkntNfeXLPly7fPfhttih5TeECJYlWqfGCtS8r11dsIw4WFHXTIDjvlyzPRROnSVKm20UbVaoxWGjgUhx1xzDHdlQTZI/VB7J2yZRlgQDC/jjoejK9bQpI77wpUuu6oo8H7bjg6d02loYYEGx9HHXXYEd1001MP1G8CbLJFujTjjJMpQ40bPvGJMuUGGxgE77b5zF775csz1RTZshx33DofqVVrjNEG6K9ChfescM45nXU2xyyZMq22xk67pUk1ySQjDLPN1mi6c5Vi3TxooSuueNPrLrogQ4bJphphhN962RGHRUR00tkTvmOLTdZH051TpZpsqs46ecUrqqPc10ZbT/iO3/lNwAUhIZNNUa48js9y5Zpplje8HneUapoZttricgzv5CvQS29bY9Kl3/G2aaZZa20MH67VUSch9cHHBrxtqUkmWWtt0LbOBwYb4rDDrrkatGfLNtBgW2wK2pZ523QzfezD4OjBu5Yp1k2uXLvsDPpmyLDQw5Z6PejbcJ79S8ftsTvo2113U83wW/8SHH/Iled7/sLHPrTTDnXqZMgw1zzttPO615QpkyLFMMPNs8AqK4K1rquuHvaYa65621suOC9PvnnmK9HdOh/61GfCwsYaY7yxzjlvhZXKlOuhuxmmS5dmk8322KuVVmaaHqzhH1inWrXRRumpRxAsPuaYIkVGRW2ARGO+Tp2dditzySCDgh3z+iD2FwoV6hHNbq5T5wsH1H2V6m33OXfeVTvmDeckYaxxDjoQ51S21lp/A2yOmVzUO2of+yiOCNpp72Y0itWAkJABBtodc0adeif4lJNx58jCwrJluxozuakv4HAu5pwm9c5eIn2/dBlqGmlIN+xMJ3H3oSXvJl16E43bHDlx5xb/WN9uujkWPV/egHwFrroSdxY8LKyHng46ENe31GjbbI2730KF0qQ5GeNop0o11XSrrYwb35NMscPnwTnifx/6T7cWuexVGvF/tnC34ZF7K3p5L+APZ8xDZptnrTVxTmXXaAZNbDCr3qmaEFeTAPob4KADcfq96dK1V+hkjKNI/VnJ2LOT1AfEatxosvAWaKMsxnmk3mFuOO8Wi0RzMVWa2vtQIyWCOmH3cn32kFATvebm1sVEffPlKY8x2qk3hmvUNOlbqNC56HnIBvTQ3eGYgAlky5IpKy5gERIy2mibGtkQgwxy1BFXY/i7tdYG6h93zrL+zPBcK6wODPRbPifZUu5M8uZtQcMZ83Tp5pjtHcviuGeUUvt9EWyaQI5svfWy3Y64a40x2mZb4sZsGwWqVKlsxHO99HAwumHQgPbaBXVfYpEpM47PIV+uKzH27R9Dc3MxibsTadLi1t8/hgytmoytAvnKGgUNU6RIl95kve2nr32N1vDOOrngYpzdmiZNX33siglCUF98dIONcXZrV0VSpDoaY29kyDDTdO9a/tXPmN/n3HnXOuZJJJHEncMtO+Y9SyP+Uwsd8yfuLZK8F5DkznsX94Nj/m3GLRuXLeXOJG/eFsQWHb63EBFWl2SNbznq1497U9UiyZ2JcVelsieRRBL3GO5zPckkkrgTqN9DTprY3yokuTOJr4hINP8kiW87Ir5Vgd37nDuTjnkSSSRx66ijUYZdEkkk0UIknfJvIZLcmcRXRNIpT+JbifucO5OlAu8TJKr6GGrG2EtJkPaSFVOF9099vkEqJBYNxcSatmc0aWvQ8/1zvi/R55u7ryS+ATQU4WjJnySSuMvRkgrksTKcDUiLSnU1RkYCPsuVJ9FuRyKea6jAHotEfN5ce0t+V5JnbzNayp1JJHEPIDUB94Wb4ahEfJTTAvswVsKrAc1xb6L2WEWjP4VEv+tu4Mj60Mw3fx93FPc5d961jnlzAz7R5EpkrJDYMOmgY5O2AgVNvi8sHMg5xGK4kU36dtBRxxiJnYb7nOfBOIe5oYpjF13i+nbXw2Mej/ttuXL93N/rHqPTni7dYo9Y4slAjicsbISRXvQP+ukvRYqwsK6K/cqzlnhSrjwpUuTL96SnPOcFAw2SIUOWLA+Y5HkvecSjChTIlKmX3n7pGU97Tj/9ZcnSTntPeNIznjfHPPnytdLKaGM970U/87eKFcuWrUhXP/UzL3jJGOPkyJEr1wwzPeN5SzyhjbYyZeqhh7/3tF/4lRLdpUvXWmvzLPCSXxttrHTpUqXqoYenPecRj8mRIyQkU5YFHvILvwpk10JCihR5zov66he8s1Sp5plvjnlx46O9Qn/pJ3FEXV9Ia26Td5uvwESTmoyNiSY1CZDkylMQrYgdi376N2lLNA5JHMhoqCIci+bmTKLFpzlj/paQdMzvKjRnmCQeW62btDUXZGssP4g4GZkGZEUFtxp/93Ajm/QdalgT/s6V54FG8ytFiiWe0LpRUHC8CSabKhQz7zrr4u/8MpB7pP53/sRPTTczeD5p0s021997WmddhIWlSDHQIC/512aYJUuWFCk66exn/pWf+3vFiqVJkyvXQos970VTTdNKK1myjFDqeS/5qZ/pokiWLEWK/NTPPO8lY43TSit58sw2x7Oe813fUai9bNn66+d5z3jeMwYE3NvWE5Z4yfNmmaG11rJkGW6Yl7zgx34UFH9sq63v+54XPKefvlKlSpNmuOH+tZdMNUW6dCEh+fL8wPd93/cCngkLG2yQFzyrY4w2c7ZsP/QXhhsW9w766G2JR+I4JU2aJzze5N321ENvvZq828kJ+LSn7k3Gclg4kJKLRaJxmColIc8VyG/S1tyYT/T5RMGVW0aSN+8qJHq3zUldJeqbn2BspTQzDrslGLOddWrSN02aXno26TvFA1Ib9e2hRyDL2IBs2ZZ4Mm4upUix2MP6RSVtGzDYED/0l3HztlAHz3je4KhcI/XO81O+5wd+FNgt6dJNMtlLfm2E0sBm662v57zg+36gnfbSpGmnvR/4kRf8g+FGyJKltdammeF5L3rCk9ppL0uWfvp72nOe8bz+BsiWHbVFn/K058w1P84WfcFL/trfKNJVlixdFPmJn3rBS0qNkiVbK61MNtUL/sFij8iVJ02aror9rb/zt/5OZ12kSJEpyzQzvOTXBhkc2NgN68xc8wP+qC+2O81P/SxuvWyrrZ/7hSJdg7aQkIkmmeABsY51K60s8WSToMUEE+U3svuyZRtmRJOxMcLwJut9dnRlboxE47C5zbPMFmy0JcLXKrl5H3PnXVX8rUtpl8hPt/5Yka4e9qhy5d6xVJkyreWaY66eelruPbvskiKs1ChTTHPIAausdNVV3ZSYZ4E0aVZZ4ZCDWmltljmKFTtgvw99qFatUqOMVKpalQ+874wzuuhiiqnSpDvqqC02y5Rhkiny5KlVa6MNypUbYmhgFJx11j57tVdogAFo0HP8wg21+ukXDMxKlc45p6OOcY5TpUqpUps1FJL4enHVVRnS47QnL7qgUqUuiuJ0f485oouiwPmvUuVTW6VIiZPt22yTCy7op1+wSO61x047tNbaZFNly3bWWWu9r1q1EUYaZLBKlVZZ6aQTOupgpjly5PjEx1GJwBQTPWCo4Q7Y32TM16r1ljeddEK2bNPNMNBgy71ru8/UqdNHXwstss8+Ky1XqdI/3moRjuLSiGdaWPztF/dWIY57AV1KO0f+eutf6ae/RRbbbZfVVruuUqEOHrJItmzveMsxR6PGxjTDjLDZJut9rFatQQabYZbLLlvuXWed0UFHc82XJ89WW3xmmzRpJpuip14qVFhjlSuu6Ke/UUYLC/vcdvvtU6DAZFOlS1epMviuMcbFyFQdctxxPfQM+PSGGvvslSU7ztgsV+6ycp0VxemQV6qUKTOpt30HUKfONddkyYp73iedkiol0B1uaDvnvF56BMbqJZfssEu+PEOisn1Vqn1iveuuG2WkDjqoU2ejzY45ppNOJhovVaoDDthgo7AUkzygWFcXXLTCCmXK9dLTNNPUqbPKKl84oJVWZpmpuxIbbfKJDWrdMMggs810winvWKZMmTYKPGi+dtp5w1IHHZIixSilZprufWttsNENN/z70D/eGe5M8uZtQefSzpGfbf1Xxhptumne94FNNqt1U089LLZQmXJvedtFl+TL96B5ihRZbY3P7YwqXIwz3lhHHbfSSldc1UtPs80SFvaBtQ46KFeuOWZpr70TTljnIzejcml99VWr1ifWO+W0boqNNUZY2HnnbbZVpkwTjA9kqnbZqUyZQQZrG5WpuuqqQw5op70uUZlh6uVRb7ihc8zmUK1a112XIyept30HUKtWlSrZsuN00E85JVduXHDnkIOuuaa//oGN+qXjDjmkq656RoOc5coDPpxovBw5atRY60OXXNJHHyMMU6fOFp/aY08gl5Yv32FHfGBt1BYdbrRRLrtsmfecdkYHheaZI0+eVVbbYVfcmN/uc6u977rruiqyyEOqVXvdUmedlSXLdFMNM9Tr3rDHPhER/y70b5LcmQB3lWNeWloa2bq1hUZ+Ekkk8ZURCt0acYW6lkb8soVz9ulbJ8lQKPSP+AnOR5teikQi7yboNwf/BSn475FI5P+4le+7V5DkziSS+GZwx7gzyZu3BUnuTCKJbwZJ7kyM5NZCI9SokSo1LnJYEdVXjT3PUqHCOecU6RKcMaxSZa89Wmsd7PDUqfOZba66aqhhQTRsrz0OOqCjjkYaJSzslJM+8YlwNMWlgw6uuGK1FS4pU6K7yaaAD6yx3z5Zss00U7ESn/vMOuvcUGOAgWaY6YIL3vG2884pUGCu+Trr4h1v2WuPkLDhhpttrq22WOt9Vaq0V2iRxQh50+vOOStNugkmmmCid7xtp8/VqVOsm0ctccwxyy1z1VU5WplrnhLdveb3jjkaTZEcar4FNtvkQ+vUqNZBR4s8LCxsqTeccVqmLNPNMNQw66y11WY31RlksDnmuuiiZd520QUddDTfgwoU+NhHdvhcunRTTdVbXxddsNqqaORxgDHGgk9tdcgBbbQ12RQZMl1xxXqfqHPTOBOC93XAfiec1EsvXaM7etXR952jtd4xO3rnnXPFFcW6BbtJtWqVuSRXroyYDIkG7cd7dpcvwjcgLf1/RyKR/9zcX4ZCoRT8N8zECWwJhUJvRSKRPXfqBr9tqFOnVm1cpk+dOmXKZMqMS40879z/z96dBll9nWmC/92b+8qakBv7vm/Jvol9EYuQ0GLJdrlcLrvdrnL1WmWXXd090RHVMTMxn2YieqZnOqK7XJIl2QgtCMQiQIAAiWQTiEWIPdnEviRkJsm98yFv/n1v3osNQpIB3+dGRkiH89/Pec77nvOe93HNNV10Ddr9ZZcdcViZsmA1p16dak2Db5UqOXJjM/4f+8I5vfXRJxaKud8+u+1SqNATsbDyM84EfDbYEMMMd8stq6xwUo322gdbcj6w3k47hIWNNsZY4xyw3yor1bqhTLn5FsY46g01auTEoqhGGmWlFXbYIeKOrrpb5Gk1TlpumeuuK1BgdhwfHnNUWNgAAy3wlE0222STBre1084zFgkLW2Kp887Llm2yicZL/HxhAAAgAElEQVQbZ5nldsW4t6cenrbIKae8a7krrmqjjQXmKVNmhRX2OSBTpnHGmmi8gw5aba1atXrpabZZwkJWWeOIo1prZY5ZOuroiKM22iQiYozR+umrUaP1NjjnC111NtYYYWFnnFFtuzz5JhgfrOjtsts11wwxOIiQuOKKzx1WqlRl3OpdjZrYmPK78Mo69a65pq02CTzZ4LbMWFjpI4lvnjvTvPkQook778iOCzVv1OiSy4oVJ4QPn3RCVOLWjdNOOeOM7noE/euyyz6xW5FCQw0XFlavzmYfqnXTCCOUKY9F+G11zFElOppkkizZDjpgqy1CQsaboIeezjlnlZUuu6SbbmaYBVZ6zyEH5cs31XR99bPZhzb70G239dXHHPN84ax3vO2SS4q1MtdclTp501KfOxSzDweba56PbA3sw/bae8rTQkKWWuKCC7JkGWeCCSZa5m17fJJgi5503HLL1bqhUKE55umiize94YjDwsKGGW62ubbbZr316tUpVxFc6x1vxSIPC8wwS3/9bbXFR7a4446hhnnCVFdd9Z7lzjuvQoVZ5ihUaKcddtkpR44ppipTrlatddaqdd0gQ4PI2kMOOuCAEiVGxfi0QYNq20RFjDAyiKw947TTTuumu7axbZKNGp1wXIHChGilWrVuqdNWmwSeTOXnPFJ4zLnzoVox71RVGf1h9V8qU2qhRSKi3vBb530hW7aJJhltrDf81gH7g474rOd9Yrf11mrQIEeumWYpVeY1v3bVFSEhXXXznOe96hXHHQc5ci20yFmnbbIxEL7vrruJJnvVK+rVo2kf2tMWW2OVCy4E991TL621Vm1bUJYp0wyzvGe5aFzmzL76OumkWrVBWYYM3fVwyGcJ76OHHg47nFAWFpYpU4OGhPISJc4HEzpNyJLldorWmykzcAibkS076Zx3Q6rzhoWDd/eHyu/nWnny3HLrno7PlaeuRd1KlWrUtDhnvog7wXelab/PYEPstiuh7hBDHXRAXVwKyNba6KWXbT4OyjJlWuRpy7yTcL+TTHbdDTttD8rKVZhjrle9ErSDAgVe8h1bbLHXJ6KiMmWaZrpSZZb4jRtuCAnprY9nPOtNbzhgv6io9ko85wXnnbfCsiDMdIaZ+upvqSUOOywsZIih5njSTjt8YJ06df7hy4ZjVlRF/eQ+Vxt+8cCzlzf+AEmOxX+KRqOzYv//c4hGo//ly1zzUUBlVUX0x9U/0kNPCz3luOOWe9d11xUpDCbkfuM1NU4KC+tvoIUWWmG5nXaIiGillactdtUV71qmTl1gxIw30T/7J5dcRNNe8G95yXprHXQATf1otLHaaus9y4O+X6TI0xZ73atx/SNkkskOO+SUU8GzFCo0XJUN1ic84zgTAqOoGfkK5MoN7qkZvfXxmYMJZUWK3HAjgY9p6nvxfNx0D0VuuH5P7z5HrvoWKWLvhw8zZalPUTcVUnHf3a6ViueLFLruRkJZhgwRkaT3UqEi4btAmVLnfJFwvSxZKpQ7FhtTmzHJRJt8mFC3l54aNDjuRFBWoMAcsyz1VvBtM2R42lO2+sjJOP4eZqjuunvbO8EY1EGJ73jJa36jJna/efI862mXXLbKGg0aZMgw3jhjjPKKV51yOmYXdPGSb9nqIxtjkyNttLbIU/LlWWKpczEbZJKJxhtrlTW22+6OiP8Y+uU3w51p3vxaUFFVEf1x9V8ZbpjZZtpiq/U2aNCggxJPe0q9296w1GWXZckywTjjjPWKVx11TFRUuTIvesHHqn1oc2yiMst003RQ4nVL3HSz6ZrKveB5v/KyL3yBpv4635NOOGG7ncH9lSs30VhLLUnoH/MttCa2lS14FpUKFQZ8TBM/jDPBJhsSnrtSJ184l8AnYWEdlTrjdELdMuVJZc1OXUvuKVbsmmsJZam4qPk57rTQvbqb3ZoKqeqGYuKTLZHaFs3REGcH/r7jixS73uK5Uo0dNI2N12ILes3opZdDDiWUtdbaHZGE84aFjTHOZpsS6k4w0W67E+qWKddbHxusD+45V67nvOgNS12N1Q0Lm2OWq6750Oagbm+9zDbTP3nZFVdAW218z3dtssV21e6IyJXrSXO01c5vLXHFFWFhQwwx31xve9dee9wRUanC8551zjnvWO66awoVedIc3XXzprd95pAMGX4Z+nmaO1Od72FyzMuryqI/qP7+762TqoPfrSOlwv3UTSONhxV3M8bvtW6OnISJif8c+scvT5A/uk/H/D8+MEl+D9dQjX8bjUYvt6izGLOj0egPYv//HYyORqN/9WWu+SggnjtTGTuk5r4Mme48itlRHiNEERHyEOdifayQqh/cD5+2nBz5xy+bn+N+uTPNm18LyqrKo9+v/gHIka3+HhcNvjlbMiIjbbOmcR+481Um9/0DuJu9cS9109yZGo+cJZBq1u1+yDHtlKfxOOBejci71a1vMUv8pfHl5NLah0Kh6ri/H8afMhQKrQmFQntT/C3Ef0UPDMUZ/B8p7ipVevo/mY5/t0EyFfelnfKHA2k94m8OqfrB/fDpvUZ73cONpHnzIcO9OuV8c7ZkeikpjftBE5N9cy3mXp3y+637e/GYc+cjurE1jTTSeCjQTJD3hwu/b/YyGo1Ov5eThEKh/xfLUvxTDXG6JFTSIg4vjTQeIkT/1HRo0/gy3JnmzTTSSCONx5w7H7kV8zTSSOMhQnMSjvv5ewCEQqF4UflF2Jui2jb0CoVC3UKhUDZewNsPduU00vh6kHbJ/0Rxv9z5AEjz5qOL9KRdGmm0wGPOnWnH/GtEnryksoy77P1oG9OfjEepsqSyTJmBVmU8RhqVVNZTL8WKk+5pgkkJZSEhs8xOut8eehpoUEJZrlyLLE7KIj7V9IRskFCig6kSJ6IyZHjKIjlxmUZpStbURdeEsqbM6tOSnmuEEUk673nyVCZMWDVhQIv7pylhRyjFYNcmluEyHvlx2aTjker4rLisqn8yiOLOff49GP63UCi0JxQKfYIp+NcQCoXKQ6HQcohGo434K6zEfrwejUY/feArp/FAuJ8MsC35AYH6RXLd3KSy7ronlbXRNok3mjKjJ3PEGOOS+nNHHRPUF2ji43nmJ/H6BBN1aMGH7bQzw6wE7mhKcrZYvsKEugMN0F+/hLI8eZ6yIOk9TjFZcUwf/HfP2tpwQxPKQkImmZjEXaVK5bfg/pBQ0rNCWYoxidTfK17FJP68qZCqbdyt7mOD++XOB0OaNx9hpOofd+PTVOXx2tjNyJKVsm658qSy7nok9cd8+Uk2aiiW0LNl3cGGBBnEm1GoyBOmtjg+bJ758ltwfR99DDI4oSxPnqctTuLeKaZpryShrEQHk0xOKAsLm2t+Es/30DPpuTJlGmuclhhgYNL172ajpxqTsmWn5LlUY11Wi7Hrbgi7u5/x2OAx586HNvlbZ13kyXUwLrNurlxzPOkdbwV7zUNCZptjj08Ssm9318Ngg73j7WBfQ5Ei3/Znlvqts86iqRM9ab569d632m23hYQMNNhMs/zay844LSqqTJkXfcdee6y3ToN6hYrMM1+pMkstUeOkTFlGG2Oa6bba4kMbNWjQQ0/zLHDbbcstc9opbbQ1x1xlyn1id5xExXj9DXTTTWutcdFFPfQ0znhhYYcctNtuhYpMNlmefA0abPahW26qMlKJDuCYYw77XGed9NIHTfvkdtkpS5ZBBgeO9gnHfOG83voETv1NNx3ymbbaBlJhcNQRt9TprXeC7FGNEyp0SpByOOCAHDl66BEMBsccdcEFffVTGDNML7nkgP1KdAgMw9sabLNNo9uqjApIe7edTqrRXY9AduKEY6ptkyPPJJMVKXLFFWutccMNAww0zHCNGq21xhFHtNHGTLO10y4mh7FVVNQIVcab4KgjVljumqtKdDDPAvnyLfVbJ5yQKdNIo0wxzXLL7LLTHXeUKPGMZ51x2ntWqFMnQ4bRxhqhyj/7ny5ryiHRVlsv+Y4Vlvs8lrkzLGyCSfLkWW1lsA+yjTae8oxXvRxkuG6eXNljj1Nx/aBEB4MMstb7QVlY2GxzrbYyyGj6pZO/dayKev4+k7/9n18+EUcaqRHPnaOMdsThBOWIdtoZboQ1Vgc7FrNkWexZ71oWl0W3iXsiIrbaEtQtU26Bp7ziV67HspXny/ei79hhu12xrO4ZMkwxVVfd/dZrrsQUMXrq7XkveM/yoH900MFiz7vllre96YrLgfzjQIOtscouu4QwxDDTzXDOWSssd9UVlTqZa548eTbb5FOfKlBgmukqVLrogrXWqnPLMMMNNEhExHbVjjmmVKmxxsmU6aqrttoiQ9hY4wN5t732+MI5/fRXFjNYr7pqn0+10UbfmPMcEfGZg265ZYCBwQTAJZecdFylTtppjyY+POQz2bL10DP4Rqedcd4FvfQMHOWbbvrMIe21D2TFIiIOOKBOg4EGBDJLNWocc1w33VTE7vW666ptlyvXSFVB8tQtPnLVFUMNUakS7PaJgw5qq51JJsqWpUaND2yKyUeO0VMP11zznlW+8IVOOplhumxZ1njfHp/G5IEmG2Sgbaqtt0G9Ot10s9B8l1yyNCablCfPdFP1199rXnfEUdBVF9/yvA022WKrRo1y5ZhjtgIFllgacF9nnT1vsf/hn5yPtflsWZ6y0Gc+s8snwTvuqouRqrzhzcAuaOoHT1tmedC2YYD+oqL22R+U5cgx1RTvWRn0jS+dwOh+uTPNm18LmpO/NdmSM63zQYIKSx99ZMuyJ26hrFChheb5jTeCnAMZMiyy0A67HHEkqDvYIAP0s8SbQd322vtz3/W6JYFCUJ5cT1ukTp134+yFMUabYpLXveZo7LxddfO8Fxx0wGqr3XJTG23M95QSJZZ522GH5cg20WSjjLbPXutjKiz9DTDNdHdErLHKCSeUKDHTbK20ctQRm30Ys0Em6qSz2xpsstEFF/XW25DYxN8pNXbbpVgrY4wNOGa7arfcMtyIwJY847QjjuikcyD51qjRp/bIkqWv/oF9eEqNCy7oqVfAx7fcdNhhbbUNZDXhiMPq1CfYohddVOOESp0DR/m2Bp/aK0euPvoG1zrogIsu6m9AMIlxxhn7fapEiQEGCQu76abNPtSo0RhjtdZao0ZbbXHGaV10VRWTP95rr522B3JpJTo47VSCdO8EE9Wps9wyJ53QSiuzzFGh0vtW22G7qKjBhphptk/ttdpKN93UWhvzLZCvwBKv+8IXwsIGG2KueV73Wwd9FqitPOcZJ5z0vnUaNQoJGWqIMUb5Jy8H2eULFfq2F71jmVOxaOyQkFGq5MqzwcaA+4oUWeBJr1sS2JIhIdNMsdsnAR/TZOP20dsWW4OyNHemxkPlmA+qGhT9f6r/b331C5y6WrU+c1A77RO0G084pt7tBEfvlpvOu6CjDgmrKFddlS0rYRYqEvs9svrRaTy2iIi4ozFhhjQi4qqr8uQFepY0Gf433VSuPOgH111X46Qy5cEg0zT47ZUjR299kgak8aEJX44gO1RFLb5Px/y/Plok+ShgQFX/6H+v/u+GGha0j/POO+m4Trooia0gNGp01GG58hIm2a666pqrypQHnNjc5goUJOmTp7kzjYcRqdpmo0bXYpI98VrRZ5yRIVOHuNW188674KJuugb9qFat/Q5qr72ucc7EJ/ZqUG9saMw3w51p3vxa0K+qX/Tl6lcMNihugeJEzAHtFSwa1Klz1DHttEtqM7c1Ko9bZW1uc8WKk9piOPZLI42HCc2LnfHttUGDG25orXXQZhs1Ou2MYkUJkRgnnHRLnR66Bec477zjTuisc9Bn6tTZaZdceYaHhqa5MwUeKse8qqoqWl19n0b+nzBq1cqSlWA0X3NNrVoddUyYsKhxSgcdgvDCiIhDDgkLJ0xu1Khxzlk99QrqXnfdfvu00TZYxY6I2GuPOnUGGxIYMaedctxxXXQJZjTr1dljj1x5+sfNiB5z1CUX9dU/WAWvVeuIz3VQmhAaX6NGRESlyoTnuuyyEiUJTmytWtmxN5PGvSEU+nLEFSqpinrqPvvs//dokeSjgDR33jsiImrVypOXYIRcdBHRYGWbpgmL5pXhZo5r0OAzn2mlOGFy45CDwUpI88TwOeccc1QnnQI+bNBgt12yZRkQ5wwccsh5F/XXNzB4rrrqgINKlOiuW3D/BxxwW6MB+gfHX3DRKad11Tng7kaNjjuhUEECn6YaJ+72XtL4/fjGuDPNm18L0tx572jU6JZbChQk8MZ55+XJS9g6ec45N1zXRdeAT6655rijSpUnTBbv96kMGQkr5scc9YUv9NJbG23QxIf7faqddkH0Z0TEHp9oUG+wIQH3nnHaCSd01S3gvgYN9vtUrny99Eqwe6+4opeewfF16px0UomSBAe0aZyQEK6e6r2k8YeR5s7UeKhG39tu22qLbroHHem663baoUCBIYYGYTIf+8h11w01LKi71x6fO6SDjsYYKyzsjNM+tElYyHiTdNRRrVprrHbZJd31MM54sNEHDjigUKHpZihTbq89NlivwW2DDTbJE877wrveccEFbbX1pPnaae8tS30ec3aHqzLDTB9YZ7MP3XZbe+0t8owbar1tqRtuyJBhpFEmmORX/kcQYt9GWy940WabfGK3qKiwsDHGKlXq7bhw/tZae84Lfu3lIBQvJGSKaU44HoRG00QmY43zrmVBOEpY2BxPWud9N90M6nbVTY5cB+NC+bJkmWamlZYHxy/zttHGOmi/K64EdVtpZYBBNtsUlDVda57V3ouTnVlqoEHq1CXca6FCM832lqVB2GFYhoWeCkKHmjHQIN10s9y7Qd3m8PDXveqcc2gKRXzaYhddtM77brsdCy8fY4xxXvWKM04LCemiq295yTYf22iDBvXaaucpTylQ5E1vOO2UXLkmm2KU0T60yVab3XHHAIPMNNM1171nuXPOKVVqtrlaa63aNjvtkC3bE6boprvLLgdh9/31N8JIsNMOh3ymnXYmmyJbtquu2myTiKixxmmrbWyQ2u2Ms3rrrbse4IorPrFbK8UGGRLo9h5wQK0b99Q/U6J5r08af1TUq/eRrfoboCi23/iMMw46oFRpEHJ9001bbRbFGGMVKAj49Avn9NTbQAPBAfvttkuBQk+YolChc85Zb6169YYaZrAhbrpptVVOq9FBRzPMUqjQJhvttEOGDONNMMxwB+y32iq1buisiyfN1+i2pd5wxmm58jzhCcOM8Kal9vlUVERnXSz2nD0+sdb7GtTLlWuGmToq87pfB+H4nXTyvBe96hU1TqKJt+ZZ4JyzttgccFcnnU3yhNf9OgjFy5RpkcXet9qlmBFGUx6MVlrb5qOgLEdOsL3qd1IwS4wx1ucOJWwnKFZssKE22RCUvWGJGWZ73/qAD9+1XA/dRUkIic2RY4ZpllshEqfEMsM02+10yaWgrEKFPnpZ54PgWXPkeMFzlsTGHprGiZmmu+Sy6ljYJHTTzUzTvezXQd1Wiv2Z79joQ7t9IiISe/5Z2mvvt5a46pqwsCGGmO9J73rXbntERHRS6TmLXXDRMu+67IrWWnnSHF10tcoqe2IG+lhjTDTeUcesstp1N/TS0ywzhGVYZ73Pfa6VVmabpb12Tjhpg40i7hhtjD56adRog43OOqerrsYYJSysxinVtsuXb5IJcuXGQlI/ckOt4YYFKzw1Tvnc5yqUBxPTDW7ba++DGeFp7nwocNMt1bYbbHAQUXHI52rU6KGHzrHcNeedt91OBQqMNVqmTHXqbLDJTbWGG66zTiIiPvKxo47poEOwLeSQz22xVVjYJBN01tkFF6200hVXddfNNFNFRay2yiGfKVBohpm66W6LzTbbpFGjAQaaZbYTTnjXMldd0Uprcz2pg45+63UnnRASNshA8yzwnhV22C4iokixpz3jqquWW6ZevbCwgQaZ7An/5H+6GrPlChT6lpes877DPo+9tZDhRihRYpWVorFtdgUKLfKM33otbjtA077zo4446UTw3ltrY6RRVlulWVmqaUveXOu9n7CdoIuusXf4O/uwyRadZmXctpJ3vG2c8T6111VXg7pttdVPfx/G2aIZMsy30ArvJsjHjlClVq0DcXZvG23NMtsSvwnGiSxZnvW8D21y3LHg/kcZrVInb3vL7RinV6jwom97za+diL2DIkWe9YILzltlpTq3YrbgVMMM9xuvOe6YkJC++nnaYrvstN5at9xSqsxTFsmVZ5m3HXdMvgLTzdRff7vttMlGje4YapiJJrnppvesctZZlSrMNEO+fHvstd0O2XJM80TgJ62z3nU3DDE4yHmyz34HHNRBiTGxflCr1pbYuDjW6GDrwQEHnXVWH72D/CQ33PCp/SnzHtwzHnPufKhWzOP3SbbTToVKn9gd/HtIyGSTfRBnbNDUac/7IsGpzJChux4O+SzhGj319HlALk3IlCVDOEnbuYOOvog5dM3Ikas+jjDir9dSoy9b9j1rnobSapV/dKT6Bs0O7L3UzZef0Aa5exsoVORG3H5GmvIqnIjtN/vdOQvc0ZjQNkNCBhhorz0JdQcZ7ID9wcABxVopVeqzuFwNYWEzzErYt/6l95i3q4p68j5XG371aM1ePgqI584++rriinOxST6a2uFwVbbanHDcMCPstjOhjefJkyc/wSmFvvo64EBCWWutXXU1qS8UKgwcuvi68RN33J33smQltOPfV/dxwB0hj1su1lRj4t2Q6nu30irBuG4+J8l6uJ11DgzeZpQrc9a5hLadJUupjk7G5eGAscbY6qOE9tVdN1dcTZjwyJNrtNHW+yAo+9L7JO+XO9O8+bWgeY85TDbRx7G90c1oo7X22jsUZzeGhIw22ta4/bI0tbkLLiaM+WFhZUqD/brN6KQyqR1mBL0msX2n6gup+kzz9VraLM0LWmk8Gkg11t0Pn6YaawsUuOaWljogbbVxKZbrqBl99XEgzmakKbfRbbcTxvWmRchhqm1PqDvGaDvtSrBbO+igvXYJOTvS3JkaD9WKeTwuxn7xiIpab31S3ebZqnjccSfJKUeSUw6NbqekrJZOOVI65c3Xa4l7dcrx2BqcjxJSfYNUTvnd6rZ0yrl7G2jplCPJKW86Z23Ka7d0ymFPXJKjZlyL7R2OR0TESitS3teXQnq8f6hwsIXzTFM7bOmUw84WAyrciv1aoqVTjqTBvxktnfK71b0b76UyOB9Xjnw8nyr1mHg3pPreLR2R33fOlk45Tcn0Ul2npTOEhIREzWhORBePW+oSnPIHRpo7Hyp8YGNS2WVXXG7BXVHRJKec1G0uIpLklCNlO7yjUUQ0aYouVV9I1Wear9cSaaf80UKqse5++DTVWHtDrSanPNExb+mUI8kpR5CoOB4RkSSnHLbGRZU144vY7yvDY9ykH1rHPI000ngE0KwnmUYaaXxpPL6xAGncFWnuTCMJoRgPpNkgja8ej80485hzZ9oxTyONNL48HvO9Pmmk8U0g+rhrdqeRjDR3ppFGGmncPx5z7ny8NrX9CSN0H4ZdqoQ1zXv37gXxcl1/6PhwivIcOfd8rVTPdT/PmsbXjKimkKL7+UsjjccI2SnUH+6WFCwjxVx4E5/e21CcFSf39Yeulfr6987zaXzNuF/uTONPAqFHfE3zQfkoFceR2u5LZUvejeNSHZ+Ku++Gx8EWTd4k8YjiMefOh/orpepgzZqS8bibtEuzFno8OipNeXxxTF4mHkMMSyrrrkeQcbAZefKMMTahLCTkSfMDGbBmDDJEVSzTdvx9/sAPEs6bLcd3fM9Qw4LOHxY23kTf94Mg83Jz9vCf+XsDDApIsY02fuBHvuUlRYqFhOTINctsP/MLffWTGfv1N8DP/dJ8CxUqlClTRx390I/9jX+ji66yZClQYLa5fuYXJpokT55s2fob4G/9zJ/5c+2VyJKlvRJ/5s/9rZ/pq59s2XLlGW+in/ul6WbKky9Tpkqd/LV/5fv+UjvthYXlyTPHk37ul3rGZC3Cwrrp7m/93GRTAgLPk+cZi33H9xTE2kdISHc9/Vv/PuGb58r1om8bZrj4vTa99LbYcwltLlu2F7wYnLMZ/fTTM5adtxlZskwxLam9DDQ4aaDJlq1ceVLdPvomleXJS0n+bVK07VR9g9QDZarJlS+FtGP+0OFuxkJ+C966WxmpDZ4uuiSVtdYmiX/DwnrpnVR3pNFJnF6qVDfdE8qyZVtgUULdpuzhsxPkyWji42c8l9DHihX7iZ+qjGVThizZnvaM+RbKjj1bU+Ka4f6dv9NJZ6HYr0Klf+fvzDRbjlwhIcWKvejb/tq/Uq5Chgw5ckww0d/7B+NNlCNXpkw99PRv/Ht/7i+0VyJTprbaetG3/czPDTRIjhy58owz3s/9wkLzFSuSJUsXnf0rf+2nfqJShSxZihRZaL5f+rmRRsiOCUL2188v/MwzFilUKCystda+6yV/46+VKRMWlinTcMP80t8baEDCOPEjf+lJc4J3GBY22ij/0r8IxhmaElD9lX8ZZKlu/i4TjTfZpIR2V6zYS15IahtTPKFNi2y8rRQbZmhSexlnbFJbbqutPHlJdbu3aEM0JRtKhZwUxnizHFM87mbgf2VSco+5cfko4m7fNlV52xRtJltWyvG2Y4q22FWXpPadJ09JnAwXTX1snHFJxw8xNCmzdSutTDM94byZMr3gpUBCsfms44w3yeSEuuUq/MRPtY57tkKFfujHxhoXLLRkyTLLHD/yY21j9xsW1k9/f+8fjDBSpkxhYaVK/cRPfcf3tNZGWFiBAgstitmtAwPZ32GG+7lfWmiRYsWyZKlQ6cf+yk/968AWLVJkngV+7pfGmxjYogMM9Hf+3ku+q612MmUGtui/83d66iVTphw5xhrn7/2DSSbLkSNDhjLlfuKnXvJdxVrF7OYc08307/1MpcqkcWKEkcE3z5ZtngUWey7B6eFJbAQAACAASURBVK9Q6a/8TcI3aFL/eCbJlqxQaY4nE75LhgwLLUyaSOiqm7IWtmRY2Cijk9pLkzxcRlLdVO24c4txtvnZUtkWLf0hpOTorxSPOXc+VFnZO1V1iv6w+i+00tp8C5QqtcwyhxyUJds444w30R67rbNOnVt662O2uW67bYV3nVKjjTZmmatMmd12+chWIYw3QX8D3XDDGqtcdlk33U0wUaZMe+2x1x6FikwxVYECN920yQb16o0yJpBmO+SQY47orKs+MT3FenU+sVu2HIMMDjrrGWdcdlF3PQOHqFGjs85qrXWCQ1WvTkREXguHPo2vHnfT7T3nnEwZCXrG55xz0XnddA++TSpNzQYNtvlIvXpVRilWLCJih+1qnNRZZ0MNFxZ2xGHbfCRbjidM1UYbl1zyvtVuuKGf/kYZ7bYGa73viCMx2Y5Z2mlvm49stUUUI40y2hgnnPCe5a66qkyZeRbIlu0dbznqiBw5JpqsykhrrbHNxxo1+g+h/+XLZccsroqqus+s7OserQyZjwIqqyqjP6r+gXIVnvK0iIh3vOWMMzHZwVn66GujDap9LIoRRphsinPOWWm5yy6r1MkcT8qV60Ob7LNXvgLTzFCp0jnnrItJ2QwzzBDDRERs8aETTihVaqLJMmW66IItNsuUabyJihSJiNhtlwvOG2BgoO19xRUH7NNOSSBJBUcd0aBBDz2DPnrLTRdc0EGHQHOWpuSLmTLvaxUkjS+HRo3q1MmXH4xzzWNacezXjGOOuaVOr7hveNoZxxzTWWeVsTZwzTUfq5Yj22ijYooWt2222WWXDTRQLz1BtR0OOqiNNqZ6Qq5cx5yw0UZ33DHGaH31cdVVK6x03nmdVJpppmxZ3rfOXp/KlWOqKfrpa6fd1luvTr2+eptjtksue9s7vnBeK8Xmmq2LLpZ6ywEHhYX8h9AvvxnuTPPm14KKqoroD6t/rI/enrJQjRrLrXDFVSXaW2C+dtpZaZX99sfG68mGG+qgg963zi11BuhvqikaNVptjRNOaq+dOWZprbWDDtliSyCX1lVXdeqtt95Fl/XRy3DDAtvgE59orbXxxsuS7bYGH/tYnTojY7YFnHbKccd10SXg00aNPndIrjxddQ2e9VrsV6o06IsRETfdlBubWEzj60WDBo0aExbt6tX5whfaax/YlxERhxySLSth8rpJhvO8PvoFE4pnnLbXHm21MyxmX95wwyYb3dZgjLFKdNCo0UabnHJaZ52MM1amTLvstsNOOXJNNVmZMjVOWW2NWrX66WeyierVe9dyx53URmtzzVGqo/U+UG0HokYYYYrJDvrMe1a67oYypRZaIFOGJZY65bRs2X4R+lmaO1PgoXLMq6qqotXV92nkp5FGGg+MUOjLEVeoqCpq2H322Y2PFkk+CkhzZxpp/HHwjXFnmje/FqS5M400/jhIc2dqPND0WCgU+t8xHw04jD+PRqNXYv/2c/yFpi36P41Goysf8F6/ckREksKOatXKlJGwEnPVVbVuKI2FBTbXO+G4DjpqFwvladToU3uI6Uw3zz7us89Zp/XVL5jRPOmE3XZrpZWxxsmU6aqrNlgfrM531tltDdZb54wzypR5whQZMu20ww7bZcs22RRddXXCCWusVOum3vqYaqo69VZ410kntNLaLLNVqLTBB7bblrBydthhK61w3TVlyoKwz3e85ZijcuWabIoRqqy3zse2atSoj76eNN9ZZy33jssua6ONueYrVWq5ZQ46IFOm0caaZLJddlhvnTp1uulungUaNHjXO06p0Uprs83RWRdbfKjaNoSMMtpoY5x33irvxaIeuplhlkyZNvvQAfsVKTLdDCU6OOecD6zToEGVkfrqF1vl2+yUGpU6GWOssLDzzqv2sWw5xpsgV66IiE/sctkVgw0Jvvdllx3ymVJlQehPRMRxx0RFddUtaC833XTJJR11kBW3onfDDdmx3x9qmw8lmkOK0rgvPG7cGRFxww35se0pzbjogoiIkrhQzksuOeeszroEYXA33fSpvVprFUSfNGq003a1bhpmeBAGuM9eRxxRodIQQ4WFnXbKVptlyDLRJG21dd1171vjmqt662OU0SIiPrDeYZ9rpZXpZmqnnT1222STiIgRqowy2jnnrPCuyy4pU26uefLkes97DtovR44nTDHEMB/7yCYbNGjQW29zzXfJRe9420UXFGtlridV6mS5ZfbZJ0PYCFWmmm6XT6y11k23VKqwyEIREW96x2mnFSgw0zT99bfWetW2i4oYbLBZZjjttHetcMUVpUotME+RIqussd8BefJMi60MH3LI2tjK8BCDTDA+WOWrcVpHHcwyQ4ECBx3ysY9lyPSEScqVxVb5PnDFFQMNNFB/cNgR++zTTjujYqGsTRFE1e64o0qV/FiIY41TTjmlhx7ax42fnzusSJGKuPDMq666oVaZ0qDN3a29NUtFpbnz8cWjzJ2p2mejRjfdDLaiNNc756w8+Qnh6qedct113XUP7IiLLjrsc+UqVKpEU1RRtWphYSNj0ScRER/b6oKL+uobhFDvt88en2iltcmx6JMzzthgvdtuG2mUPvqqVWuN1c46o1y56WbIkWuTDUGk6GRT9NHHQQettcatmC06w0w33YpFcZ2O2XdzVaq0xmqf2CUkZJjhpprugANWe0+tWqXKLPSUDJneslSNk3LlmWKKoYZbZ61qH7sjop++nrTAaacst8xll7XT3jwLtNfeCu866IAsWcabaIyxPrE7Zov+LgK3PmY3N0XgtjXHXGXKbfORbT4WEjbOeEMMdckla6xyxRXd9fCEKcLCqm1zwH7Fik01XbFil1220Qca3TbKWJUqA/uyRo2uuhloEJqiG3baIU+e4UYEPHfIIVdcNsDAYNX9ppuOO5bgj8B550GJkt/b3prb3CPBmzz23PlAK+ahUGgm1kaj0cZQKPS/QjQa/btQKNQfv8YolGMNekej0d+bR69zVafoD6q/L1++mWbrqZffeM0xR4WE9NbH0xb7wDpbbdGoMbb37mkRd7xpqVo3hIUNNsR0M/2z/+mss6BYKy96yVZb7LZLVFRIyChjVKrwljcDvcdirTznBa96OdDkDQmZ5Ak1Tjocp4feWhujjLLKKs0yFyEhU0yz0Qa347Ssm/YcZgT31Fx3qKF22pnwPipUOONMgi5lSEgrrZJ0CstVOO1UQlmmTHfcSRJIKFCgtoU+dp58t1LocIdSCCzkyUvSOc6UmVIrM1V5quunug5N+5taaiK30ipJ17N5H2VL3fCuujnWQo+2o44uuphwX5kyddU1Sed+vIm2+DDhG3TV1R0RJ+O0c/Plm2qG5d5JGHwXWGiLLc7Ffe+BBumsi5VWBNqU7bTzLS95zavOx7Qec+Ra7FmnnbLBB+64IyxsjHFGqPJrL7vgvJCQzrp4yXes875ttrmjUWutLfKMsJCllrrskmw5JppkrHGWeTvQQ/+H0H/6cjOXBVVR/e9ztaH60Zq9/DrwVXNnZVVl9IfVf6GtdhZ4So4cS7zuC1/IlGWUUaaa7jdec9ABUVEddfS8bzlgv7XWuq1BliyTTdFNN696xXXXQZky3/Jtr3tVjZNo2mc421yXXLTZh0H/rVDpCVO97teB1m6mTAststb7LrsU3Hc33RUrttuuoCxTpmmmWWVVAif0098xRxO4J0uWzrok8DFN+Rpa6rnnyBVxJ0n/t4MOSfqqRYqCZ49Hhkx3WvBZkWLXXWtRLyOl7myWrKTr58pT24K37oZU3JsjR736pLqpuLdEe+dd+IPnDAnpoMS5Fu+lt94+81lCWZEiWTIT9HDDwsYZY5PNCXXHG+cTexLebUcd9dHLBpsSnul5i73hzZj+btM9zTLDBRdstzNoG911N91UL/t1MK600sr3fNdaa+21T1RUtmxPmqNQoaWx84aFDTHYPHP9xhKfOSQqqlyZF73giGNWWhUYsvNjzsQSSx13QqYM/xD6xTfDnWnexFfPnRVVFdEfVP9IZ50ttshpZ7xjmetuyJNnpul66ekVrzrltJCQHrp73rOWe88uu0VEFCjwlPnq1FvmXfUahIT008dMM/zK/wjstnwFXvCtYJKwGUMNU6rMSiuC9p0v31OescTrCf18rHGOOupsnHZ6gUJDDfNhCz32scb5yNYEO6ZYK2GhJFuytz4+a6FjXaKDC84n8HFISK7cJO5or70LLTjmbvZhrlx16hLKUvFR8/Va2oi58tTdoy2aipNT8fzduLtYK9da2J0lSgLnN/74bNlJz9BPf/vtSyjrprtTahLs1ly5euoV2GY0PfsMs6z1vsa48WOQQW661cIfaW2GmZZ6I3gPWbI863kbbQjs1pCQMcYqVWaZt4NxqUKlF7zoFa+qifkURYq84Hk1Tno/tsiVJctUTxhogF97zRlnhYT00dtznrXeB7b6yG23ddDBMxaJuGOpt11wQZ48Pw/9bZo7U+ArC2UPhUKLsDgajb4Um7UUjUb/S+zfVuI/RaPRLb/vHOVVZdEfVH8/+P+wcAKR3K3srvf0+Kj2pZHGH8T99I2Wg9d/Dv3jlyPI/KqovvfpmO98tEjy68bXwZ2pcDeDI40/LqKICItPRpnGN4sHsSv+MfSfvxnuTPNmEr4K7iyrKo9+v/oHTee7i82Yqvz+2kxU+B7rppHGHx8hdx5g9fxebY00d6bGVxm38H2siP13BbFllSbUxMruC6lI716JEGmnPI0/KdxP30g1o/ylkc7K/qD4yrkzFdJO+cOLR10i6VHHH82uSPPmg+Ir5c67fdtU5ffXZqR7eBqPDKIP2GK/EVvjMebOP7jHPBQKrSGFxhi/iEajb8Xq/ELT47/cfFiK+im/cigU+iF+CK06F6eqkkYaaTyseMz3+jwI0tyZxr0iml4t/9NDmjvvim+SO4s7J0vlppFGGg8xHnPu/IOOeTQanf77/j0UCv0Z5mFa9Hdx8TXEiZ1SidN3Of9/w3+jKRzzHu45jTTSeFgQpcWW2TRiSHNnGmmkcVekufOu+Ca5s6yqPM2daaTxKOEx584HCmUPhUKz8XdYEI1G4zOHvY0XQqFQTigU6oZe+PhBrvXHwP1kKMyQkVSWJesu502uG581sRnx+ubNaErK0zGpvL8BSWVttFEkcSUtLKzKyKS6I41OyBYO7bTXXY+EsgwZppou1GJyergRihQllBUpMtSwpPufbGrSu+2qa0L2UZr2QQ8xNOleBxucdP18+QpbXJ+mxEAt0az92BLxmfibUezeVyJTtZeW9/nYIaop/+39/KXx2HPng7b7eI3XZqTiWCTxDpQqSyrLli0vlhU8Hv1iWcXj0VOvJE3ffPkJerI0PedEk5Ket69+SXyWL99oY1tcKWSq6TJbjBWddVbe4hmyZJlkYtK9jjIyaawpVhRkaI5HleFJZeXKkt5tWFiHFGNSRYrI4AwZKbmvOeN+y2e4V9ztez82uF/uTAOPJneGPFgGifvpCy0VXmhKNpcKqfpjKt5or31SH8+QoSJF3WFGJPFhufIkW6opKenopOPHm5hki5YqTeLeTJkpbdGRRiU9b7HiJBu5KZnz5KTju+iqoIXtnSFD75haSDz66JdUli0npS1ZlmJMSmXjI6WefKqx627jbKry+xuTH7TFfs14zLnzgeTS8H8hB6tDoRBsjUaj/yIajX4aCoVexz5NAQc/+UOZMVuiSJEJJnnP8mB/T4aMILPvlbgMsMMMV6TYRh8Eddtp5xnP+rVXgoy5OXI853n77LPDdlHRWJbrsfrr73WvueZaLMt1Zy/6jncts9ceURGttfaM59Sr9443XXNNjhxTTDVClXe8bZ9PhWJyafMsCCTIbriuTLkFFipQaJX3HPKZfAWmmq6PPg45aL31GjQYapixxmnQ4H1rnHVGR6WmmyFXrs8dss3HsmV7whTttFenzgbrXXPNIEP0iRHJQQd95oASJUYZIyxsupm22iyKMcYqUGC+Bfba66wz+uoXEPQll+yNyWkMMlhY2AQT7bJTvTpDDQ+MsGOOOeGYrrrqrCuYabaddsiVa5jhMmWaYoodtrvmqiGGaqc9OOqIgw4oVWpwTAppupk22yQkZJwJihVbaJFNNrnogt76GGwI2G2nvfYqUmSq6QoVOumEDT5Qr94IVYYY6ppr3rPcOeeUKjXbXHnyrLXGXntkxWSXhhpupx3WW6tOna66mWeBa65625vOOy9fvulm6Ke/3/qNzx1CU8bNZz1ns8022+S22/LlB7JLb1iiVm0sy2tPT1nkV/4pyOCeJ89iz9prr11xWYj7G6C/Ad6My7rZVPd5b3nDtbgM0SONdt01B+wPygoVmuwJy7374PslH/OQoq8RXxt3dtJZiQ52+F1ylFy5nvK0pZYEmX2bslzPccThhCy8PfQ00mhv+E2QLbZYK9/1Pe94y3HH0GTUzbNAVMQKy9Wrj2W5HmqGWV71SpABtlyFb3nJPp9a53316hUpNs8CHXX0piVOOilLlrHGm+wJW23xoY0aNOijj7nmu+mmFd51xmlttfOk+UqUqLZNtW0yZZpgkv76u+yyNVa75qpeehlngrCw7ap95qDW2phiqnz5Lrtskw0aNRpngo46iojYrtpZZ/TQQ38D0SRBs9N2BQqNNibGZ9PssF2tG4YZETjlJ5xwxGGVKgN5oqmm2mGHbFmGxWRwpphir30uumCAAYGE2Dnn7HdAByX6xyYQJpsUU16IGKVKvnwLzbfLbmec0UsvPWMTqjVO2W6HIoUmGC9bthmm+8BGN90yUpWuOmvUaJMPnXBSmVKTTZYtyx57fWSbbJkmmayrzk45bZXVrrmuj16mmuq2Bsssd8xxxYrMNksXna21zrZA2m2Q2WY54IAVVrnhhrbaWGi+AgV+Y4kzzsqQYZih5phtiTfss19UVFttPWex445b7X233ZYhbLTRhhjsn73sekzBo402vu1Fb3rLSTVommyYYrJGd2ywMcFWeNIcr3o9aO9hYU+aY6uPErLYVyjXSSdbfXQ/XTI10tz5ZfG1cecoI5111om4rerttDPBeMsscye2rzxLlm953grvBe0jJGS8cfLked/aYA96pQqLPe1lv3LJRTSNwU18uM9Wm91xR5YsU0zTQw+ve80lF4WE9NXP0xZbY5XtMenBjkot9qxbbnrb2y65GJNUnKWfAVZbabfdwkKGG2Gq6Wqc8J4Vrrmmsy7mmidHtvXWOeiAQoVmmKVCpRNOBHJpI1QZbIhGjTZY74wzKlSaYKJMmU74/9m7zyi5rutO9L+qzgndaKC70Y2cM5EaOefMBJISk2TLkm1ZM/bYY2mcZr21ntfzt/f9rXkz82xLYhADxAACBAEQRCQCAZBEJIgcG40cGx2q3oeuvqoEmWASANa/FhbBg3Pr3rr3nP/Z+9y99/+47bbKl2+KaYoVW2SRTTa56orhRugak5NtXWs+U62ToYYJC5tplm22xaTdRsuTb6559tnrnHMGGKgq9jLqggv22K1cB4MMCmzRnXZo1GikkQoUWuwRhx1y3HG99Axs0Suu2GG7QkVGqZUt2zQzbLXFNdcMNyI41157HXJQlU5qjRYWVqfOZhtj522V5bzlpvetccklffULXnxttMFn9ivRzixzlCu33z7rYnJpI2OynPXqLfe2eudVqbIwxofLvW2/A3JkG2+iiSZZ5wObbNCoURddPWaJ8857yxuuuhKT8JxhiKFe9GunYtzXRVdPe9Zq79lph4iIXLnmmi9Xjre8GXBfV9084nH/6t8D9aNcOR7zmJ12+ixm30IfvQ3Q3ztWBOM9V64nPGapNxMq0480wgUXHItTM/rSeMC582uryv51YHjt8Oj/3P7/qlET6H1HRBxyUJbsBF3oK6645KLOOge7axERF1xQrEhB3BuXZs3BQMwgg/sRERENGuTLT9i5vuiibNkJu9GXXHLFZV10DXZeb7rpqMM6qAgWnoiIvfZo0WJ4aMSXq46ZWxvV8S6rsp+5vypk3g94qPah6P/a/j/10TeICGnU6HOfK1Ma8CnUO+eWBl10CcZSk0aXXVamLOFtxW0NsmSn3cHPIIP7Ac2aNWoKNNRp5b7zLihWnNBep85tjbroHMyNiy467bSuuirVmo/c4Lbd9ihRZEBowLfDnRne/EYwpHZo9F+3/5shBsmPvem85ppjTqjRSblytI6Z007LkROsodCgwTXXdNAhYW1u0BBjzgx3ZnB/ojn2yY+LAGjU5JKL2iuXG4u4iIg46aR8BQmRVqecdsllffSWLw9cdtlBn6tSpXuoW4Y70+CeYoxs2Slh1mFhfdOEkJTGPsl904WEP6jEGK+X3YZmzZo0JmxMRERcckmxooQQmwsuIBq8rYbrrjuvXo3OwUZGs2bHHFeqNHiTA6edccstPfUIruG66045o7PqIEwnIuKY4woVJCxol1xyzTU1aoJn1KRRvXrttU/4DVddFRZOCP1J91vbznc3aQj3A8LCacN724yGeLSPfeJRqDB44xf/nUMM/WoX9oDn+twvyJVrtDEpbYPShGlXqExpy5Gbtj1dSN6DgHQc0aRRRCThNzdpdNVVpcoCjoqIqFcvX37CGnTBBTfcSNjwuOWmU06p0ikIuY+IOO6YHDkJoaDnXXDJRd11D7i3UaPjTuioQ0JofJ06LSIJ4e433XLJJRUqEgymK64oUJBiXEW0JLTd6b7c70jnHN0pVL8qTZpYeewTj3x5adMC7goZ7rwnkO5ZligxJIk7w8Jpw7zzY5907Q8i0nHEbQ3Cwgmbug0a3HRTmbKgf7Nm59Qp0z7BnjkT02KPD/e+7LLz6nXVNeDkJo2OOqZc+wS7tU0LvHuSLXrWGTU6B+eKiDjlpEJFOsTZsldddcMNVaoSrvWKK9opSdmsTv6td7ov9zvScWdu0sYUrXOjWywqIh6d1eisJqGtTJnRvqKP/IBz5z3lsbaG061XoUJ/A9A6CbbaqlmzMcYqUiQiYqcdTjulj75BjuARh+3wkSJFppgWhCiutdotDUYYaaBBGjVaY7VTTqpQYZY58uX7KBYOmRUXDnnEYSu967preullrgWaNHnbm044rlCR2ebob4AV3rHLLlERAw20yCN2+8Qq77nllnbaWWSxYu286mXnnQ+co8Ue8bIXfe6gqKhSZZ7yPYcc8oH3tWgJ8sOHeMhLXnDTDbQ6Ys94zmtedTZGcK0hQrPdcN1mm4KwvU46mW2ul70YhK5ky/a4J7xvjXrngucxyCClOtpgY9BWpNDDFnvN0uD4kJA5Ztttt1NxtVY662yIQVZaFZw/T54nPe5NS92IXX9rrs80F5y326fB8dVqTDPNq17VFDtXvnxPe9ZK7wZhOmFhU01XoMBKK4Lw7h56eNQSL/iVc+rQuqHzjOfstddG6zVrlivPbHP00NMrXlKvPnguj3jMe94NQshqdLbEk6677m1vuOCCEu3MM18ffb3nXZ/6JPasxphiquOOWWmFa67rpae5FsiRbbXVDjmonVJzzFOlylFHrLdeRIvRxhoUG68feN8553TVzQQTZct21BE7fKRQYTDeGzXaZKObbhhhVLDQHXHYIZ/rrEswX25rsNPOu8r7TEFbrs+3hFAo9DLBTl0ZLkej0ZRCBKFQ6Ciuxa6u+X7aLf0yaNRovXV66hUYj5ddtsN2BQqNNka2bE0abbbJVdeMMCJwDHfZEdvFrjTBpCBEcbMNQrFwwRqdXXHFaitdclkvvUw2FbxvtQMOKFZijjlqdLbTjiA8fKhhppnurLOWectFF3RUYaFFyrT3hqUO+VyWbGOMNd0Mq71nqy2aNavSyRJPqHfO295yw41YzvVUDxnuBb901lkhIdVqPO1Z71puj92ionLkmGu+kJDllgUc0VU3D3vEv/tX11xDa47gEk/aYrPDDgX3eLAhuutuheXBpmiRIks86VW/cVNrumtIyHQzHHXEYYeD46tUqTXGcsuC49u49y3LXY+FYUOtURo1+iSOD8uUmWe2Vy0Nrj9Llsc9Zr0NzsZSYGCYoapVW2lVcK5y7X3PU17wUkKI4hJLfO5z22PpXSEhtUYZbriXvBzcl85qPO85b1tmr30iIkqUeMLjGjV609uuuy5HjqkmG2ecV73moM9Bf/084XF77bPSKjfdVKXSox5WosSb3nbEUQUKzDTdMA/Z6WPrrNekyTBDTTctls7wrjp1qtWYZ7YSJXb62A47YuGcU3XR2VVXrfG+624YaohhHgI7feyggypVmBTj06uu2mQzQiYar0SJiIhP7VbnnEEGJMytT+3R4Q71Sr4QvkXuzPDmndGgwXobDDE42NA+6ZS99qlU4SFDhYVdd90Gm0RFTDBeqdKYzbrJOXX66GNkrKbObp/62C5Fikw3U6lSp52y1vsaYrboCCNdd91KK5x2SqUqc81XpMg6a31sl2zZJppkpFq7fWq1VW65qbseFnnYTTe94XV16hQoNMssgw2x1Ov224+o3vpY4klbbbHOB5o0KlJkgcWKFHrNK8GLj/4GeNgjfuWXgX1VrNiTvmePPbbZEnDEcCMNNNCrcSkg7bTztGe94mUXXQQhYTPNdN55u+wM7nulKtNM97pXAz7Llu1Rj1ttlUux42nl3kKFtsWVDChSbKFFlnpNU8xLCwmZb6EdPgpsYeihpz76Wu29wBYtUOBJ3/OaV92IcW+rLTvXaad96pOE4yea7FUvB6lgxUo873nveCdI78qWba75smVbbplGjUJCBhlsvoVe9GunnRIVVanKs563x24feF+jRoWKLLRYtU5e9YqzzsiWbbQx5pjnfWtssVmzZr309ojHXHXVMm/GXmiVW2CRLrr4wPs+tkuWLBNMMkqtM057z0rXXNVXP9PNEBK2wXqHHVKq1CxzlCp1xmnrrRMVMd4E3fTQrNlGm9Q5p5deRsbSTU85baedihWbYIJcOZo1FZmqnAAAIABJREFU22q7m24aZUTC3DriSJDe8KXwgHPnPRXKXlNbHf3x9h+hNYdnnPHWW5fQZ4SRPvVJgg5zoSIlSoLc3DYMNsQeuxPaypUHhBGPMmUuu5zQ1lGF8+oT2toKKCTn5ubL16AhoS1L1hfW8wsL35Uu5reFCKLfQBGekJb7Ym8xW/YX1vzOlRssUG0oVpxgcNMW4RASSRobNTo77VRCW6Uq9c4ljLds2TrqmGCIwyi1PpIY3tNdd5dcSsg7z5NnhJE+tDlo++fQv3y5kKKs2qiiuwxlv/b1hBWFQqH/G1ei0ej/mebfjqI2Go2eTznwAUQ8d5Yq1UXXBO5rrc8wwaa4TTpax9wF5wNjg9bx2V13RxxJOEcPPR1Namsr/NWUtH3dQUcXJN76PPluJ3Fk2/mSuS/dXLoTQkJfr7b0HwAtQr5iLdZvBXdzr9P1vRs+LVPqcmwDoQ0FChLyFn/XN3X97q2XQ3EbI7QWxWvW7Gbcd7Ruwg5O2AShdXPkY58kjO0KHbXTLuF7/yX0z98Od2Z48xtBdW1N9Efbfwx66em6687F2X3Zso003NaktXWoIfbYm8BduXKVyEsZi730cTi2QdWGdtq55lrKHEk3xttpl7CGc+e5mCMnhY/vVfsygy+OXHka49Zp7vxc042hch1dTFqT77R+99TLkSTu7K67o04nnC9fvgodgzoebZhkoo1JtsYgA51xxqW4uZHhzvS4p96Yx6NJU4pTDjvtSGm76Ubw9jgeyU450jrlSCFSpDjlpDrkbUh2yvGFnXLcs6QZcgch0K+E+8eI/qJGJNI6EslOOXd+1slOOYI3/cnXlOyUI8Uph2OOpbTddjvBKf9K+AMV4Qi1Vv15CjO+/bPf27gS+8QjKmpjXORLG9KNuYhIilOOFKecVo5Lx3PJTjnSOuVt50vGF3XKuTMn3y+4n67+bu51ur53w6fJTjnSOuWtfVPX72SnHK7G3v7HIyKS4pTDdh+ltNU7n1AM7ivhD8CdGd78/TichuPa3vwl49M09mWjBpfTjNFkpxwpjnYb0o3xdH3vNBeTnSzuXfsygy+OZKecOz/XdGMo2Snnzut3slMOh52QXKm9QUOKU46EKNs27I0rQPyV8YBz572/RZ/BA4novSzFkMEXR1uuz938+XowGXXRaPTgHf49ipWhUOijUCj0p1/bWTPI4BtA6L5yzzP4WnC33Pn1IMOb3yDCmXmcwQOIe25b5wHnznv2jXkGDzYyhugDhLvP9ekYCoXiX0H8j2g0+j/a/icUCq1CpzTH/WM0Gn0j9ven8eLvOcfEaDR6OhQKVWqV1dkfjUZTQ3AyyOAeQGaj8juKu+PODG9mkEEGGfBAc2fGMc/g9yKSxmBMlzt/p3yndO1ZstyDe3AZfFnc/R7L+d+X7xONRmf9voNDoVA2Hseo3/Mdp2P/PRcKhZZiDGlyYzLI4CvibvI378SHX5QNv2o+/YOQj/9A4e4eRYY373FEJQf7ZvD7kI6P7oZP0/W9G47L5N5/MYR9qzV+vxgeYO68p0PZC+L0RduQF9PC+yLtneO0e9tQrCQo4NaGkJDueqT0HeKhlL7tlatK2ljJkhWrbpjYd6rpypKqtnbWxbSkvgUK/NAfB3I6bd+5yMNqjU7oO8BAP/ITRXGyYeU6+Ct/rb8BQd88+Z7wlCc8FdzHsLBRav3c3+mmm1DsU6Oz/+oXZpglV66QkCLFnvK0n/qpCh2FhOTINtYY/+TvPWRoUDiii87+xl95zKMKFcaOL7LEY/6Lv1SjWlhYlixDDfFP/tFIo2TJEhLSQQd/6qcetyS41tbKvtP9lb9JkHGq0dnf+m8GGxr81lx5HvWYRR5OqDDeS28/9Z8S7mu+fM/5QcrzHmyIGWalPJenfD+lavk443VMktopUpwiVwVjjU87hooUpfTto09KW6e0m3jppVji5T/acKeK69lfpRL7Hx6zsD8ajaYmNyEUChWFQqGStr9jDmkSAh9gpJOILInTuv99/aBjnBRNG2rS8Gm27BTZSlqLdCajvwEpnF6k2Kg0EpmLLE7h9FqjDTQw6TorPO2ZQF6M1rXgj/yxbronfOc00z3isYQ50V0Pf+PnCTI97ZT6c39hmunB/cmRa54F/txfBPMsLGygQf7Bf/eQ4QGfdVThp37mSU8pUiwkJF+++Rb6r36hm+4BHw40yD/6J1NMliMn4MOf+LE/8gNlSoWE5Mo13VT/4O/00lM49umum7/3C1NNCX5XoUJPWuKPPK8ktk6EhQ0y0H/zc13inmOJEn/mx8YaE/BUWMg4Yz3r+wn3tUypn/oz7eNk28JC5piV5rl09IjFCdwXFrLQ/BTu6qxG1yQZqrCw8cZJRh+9Yxu7iX0r0ozXXnqmtOXLSytpFC/D+bu2VI6+z5Hhzf8AyWt1G0rSjI90bSFZae3WXnqltJUrT1mHs2Tpq29K37HGp4zbLrokyC3Syn0LLEzoGxKywKIUOcwBBphrXkLfUqX+zE8T5FZz5HrK08abEPRtVW4Y7U/9VLu4daVajV/4e4MNCfoWKfasH3jSUwpjcypbtkkm+4W/DyTOWvmsh1/4e9PNDGzRdko97wd+4s90CGzRHBNM8o/+u0EGB7ZoV938jZ9baLF8BXG26JN+6j+pUCkkJEuWIYb6B/9kkMHBtZYr96d+aoGFAfdlyzbFVD/1M6Vx3NdJJ3/jb/WM45kcORZ72HQzE+5rF139kT9J4L4cOb7nmZTn0k9/Y5K4L1euRR5OGQMjjFQcZ99CvoJAeScew9OsycVK7uA7pcoCdkwjzRsSSmtDpLMJsr+BItLfIr5V7rynqrL3qO0R/cn2HylQYIaZHjLceutss0VExEOGmWWOeue8Y5lLLqrR2XwLlSix3gd22y1fvplm6aW3U0563xq33DLMcLVGi4hY7wMnnFCp0nQz5Ml3ykkf2iwrNhHLlWvWbIvNLrposCF66Q3OOG2PPSp0NNQwYWHNmu32iSbNhhkeTOx69c46rZsewYBt1uykk0oUJ+gx3nBDg4YEJysiolGjXLkPnE7it4UmjaIkGJqNGl1xWXvlCRrFxx1XpEhFnPN91FHXXddPv+A76tQ55HNddA00HG+4YZutsmOyT7lyE8bQIIP1jjngn/rYPvuUKTPVtGAMrrdOixZjjdNHX9dd954VzqnXRVezzJIlO2G8TzdDH33ttttaa9zWYKBBZpnjkkve9magHzrfQjVqLPOWffYKCfuH0D99ueqYodqoNIVx/oOjvlKFzFAo9K/4MBqN/j9xbTX4n9FodEEoFOqFpbF/ysYL0Wj0//qy57sf0K22W/RPt/+J9sottFiNGiu8Y5+9cuSaYKJxxttvnzVWueWWfvqbY64WESu967hjOuhgjnkqVNhrr802CgmZaLL++rvpptXec8klvfUJjLW99trtE+2Umma6fPluummj9Ro1GWNsMJ8OOuCYY4GEDa1635/4RJGiBEPphOOuuKKvvoGW7W0NTjuto4qETbfLLgsJJRgFbdz5oGoKfxtocFu2rAQD7KabbrqlXPvgWTW47ZRTQeVyWu//Zw4Koa++Qd9DDqtTp59+OsbWujp1PvGp9tobaYSwsJtuWm+jJo3GGKNShWbNNvvQSad01cWEmNOy117bfSRXnhmmq1ShTp33rHbdDYMMMMlEDRq8a2VMD7ncfPN01MFGm2y1XQhjjDbBeAcd8q53XXNdjepgs2GpN5x0Sp48fxf6+bfEnRne/CbQpbZr9E+3/7nOOnss5vy84S0nnVKs2Dyz9dffJpt9aKuoiFFGmWKSiy5ZboULLuimm3kx6d3NNtlrtyLFppupWrV69dZao8Fto4w0yBAREVt96JhjanQ23gTZsl1w3oc+lCvHRJMVKhQRscsOF10y1EOBlvRFFx2wX6XKwLaIiDjkoBYR/fQP5t0115xXr1pNwIkREZdcVKAwQVu8WbMWzQHvZnD3aNCQYrdfdVVERFmck5/uuTRq9JkD2ikN7MuIiL32uO66hwwLntdhhxx2SFfdAqnp+DE0wSRFijRo8IG1rrhskCGGxMbghzb73EFlysw0W5EiBx2w3npRUWONM8RQ510IxnsXXc03R44c71ppnwPy5ZtlukEG2WKr9Ta4rdFAAyww31l13vK2iy4q1c5fh/4qw53pzncvOea1tbXR7dvv1sjPIIMMvipCoS9HXH8IxzyDVGS4M4MM/jD49rgzw5vfBDLcmUEGfxhkuDM9vtM55s2aU8IwbroJCTuHN9xwySVVKuXE3pY2anTEEWXKgp3L1rcDB9zWYJDBQd/jjjrqmJ566hrb+brkko9sU6DAGGPlxHR7N1rvuuuGG6GrbiIiPrLdEYdVqjLJZNmyHXXEhzYJCZtsihqdXXbZau+54oo++ppgIljr/WA3bLY5Ouhot9022KRFxFij1RqlXr3lVjjvom66xXbDcq2y2n77FSo0y0x99Pap3dZap0mjhzxkmimuuOIdK5xVp1onC8zTTjtrrfOJT+XFwjEHGeSQw1ZZ7ZZbBhpopukaNVrpPced0FFH883VXnsf22WbLcKyTDZVX31ddtkqK111VT/9g9+6zVYHfaZMezPMVKhQvXobrRcRMd5E1apjO9Vb1KnTVz+DYqE/9c7ZZacS7dQaHejufuoTt9wy3IhgbNSrd9wx3XQLwpGaNTvqiAIFCeFAV1113TWdYmH9bePlmmuKFCWMw7acp/sjOiLCHSSMMnhwkY47r7oqT27CG5bLLrvlpiqdgvF83XUnnVCtJni73aTRXnvlytXfgKDvXntdcN5gQ5THQulOOG6fvSpUGma4sLArrthkg6io8SZqr70mjdZb57zzeutjhJHCwnbZYY89ihSZYZZ22jnppHXWatRolFGGGuaGG97zrrPOqlFjtjny5Ntko4/tkifPdDP01schn1sT47NBBplmhltuWW6ZU04q18ECC3XQ0Qbr7bRDliwTTTLCSEcd9a73XHNNX33NNVtExAorHXFEqVLzzdNZje122OxDRI01xhijgzcZl1zSQw9zzJIt2wYb7bNfsWJzzFKlynEnfGCdZs1qjTLUEI2avG+tOmd10cWU2DpzyGEf+UiBAtNMVaJEg9s22OiGG0YZoUuM5z53yOcO6aLGEEPQ+sZoh12yZRlpRDBmjjvunPMG6BeEkTe47ZijOugYvEWHCy5oEVEZF8HUrNkNN5QoSeDJZs1BWOy9jwx3ftcQiX2S1/urripWnNBe75ywcEJE5QXnnXdedz2CN6vXXfeZ/cp11COWotes2S47NWkywsig7167nXBSb72DaKXTTvnIdgUKTTJZvnzXXfeBtW66YaRReuujWbMN1jvhhCqVppkhV669dttmm2zZJpuqm27qnfNezD7rb4DJpmjRbJVVjjikTHtzzVOh0ke222KzKMYYa7QxzjhtheUux/hsrgWyhL1npYM+U6TYbHP01MvHdtpgvWbNhhtpsikuuegd7zjvnGo1FlikUKEPrLUnFmU4w0x99HXEYWus1qDBUA+ZZLLbGqzynlNOqVJltrmKFdttt49iv3Wq6bro4ppr1ljtmqsGGxKkce20w0Gf6aCjKabIkeuyyzbHpMQmmKRUqYiIT32sTp0BBugWe4aXXLLHbuXaG2BQkA/f6mPcNsigwMe46qozTqvROYgii4ioU6dAQcLb+UaNbrudEG3WNmbulNp27+HB5s576o1599ru0R9t/6EcOcYYZ5rp3rDUHrtFRFSr8aTv+dxBq6zUoEGePDPM0kMPL3nBJZeEhHTV1fc961W/cdghtObfPOwR5533gbWBA9RHX5NN9aJfBXrk+fI95WnLLVPvXHCNDxkuT65ttgZthQrNMdeb3kgoJDHJZB/b5Vqcdmo7pbroYq89Cb99rPG2JGlLV6t23vkEXcqwsM66OOF4Qt8eeqboDLflHCbrWnZUqc6FhLZSpSnax225OMnasx2Uu5CkB58vP62We7r2jjo6n6SpmCtXk6aUoh0dlLqcdK4anVP0l9vyZG4naT32089nPkto66ufww4lFLArUqyjDgm63yEhU033gfcTrmuUWsccTfgN5ToYYYQ1Vgd9c+R4wlOWeSvQIW39zmluuWWrLUHfrrqZZ74X/TrQPi9W4jnP22C9PXaLisqRY7Y52iv3W6+74UaQ6/qIx7ziZYd8LiqqSpXvecZRR6yy0i23FCo0zwLd9fC6V51wXJYs/xT6P77kzuWIKB/c5VGl99Xu5f2ArrVdoz/e/scKFZptjj76+Y2XHHdMSEg//S3xpFVW2m6bFi2KFXvUY25r9JY33HJLWNhQD5lupl/5d+fVo5W3nvas9T4IuCskbLzxOujgHcuC+VSmvSWe8KJfBxudIWGzzbHP3gTuqlBpsMHWej9oCwuba573rEzgnh56uu56cE2I1a0YZpcdCfdjoEH225cwb/PkyZWbwMfQU68U3dYy7V1xOeH4tlzxZI3YSpXOxa0RtPJZOi32IkVuuJF0rnIXkrg3fvMusW9ZimZ3urawsGzZKdfQVVcnnEhoq9DRBRcTzpUlS4WOzqpL6DvCMDt9nNDWRWdXXE24r7lyjTLCZluCthBmm22d9QlrQn/95cpJ0IUuUWKRBV6zNPgN2bIt8ZittjsSW+tCGGWknnp6w5saY2tdJ1We96wXvexkbK0oUuQpTzjrrFXWaNIUcyYmGWGYF7ysTp2QkN56ecb3ve8DH9qiWbMOyj3hcRFRS73hggvy5fvH0N99S9yZ4c1vAp1ru0T/ZPtPlGvvUY/KluVVr7vggixZxhptphle9LLPHRIVVanCM572qY+t94FmzUFdnK66+o2XgnlercbTnvWCXznrDFptg0UedtIJ220LeKab7sab4DWvBNyXI8cST3rH2wl65oMNEdFiX5w+dJ48U033nncTuGuMcT62M8E+KlasQ5LNA8ONsMvOhLaOKlxyMcFmaqunUZ/EfV10dTKJY+5k37VX7lKSfVeqzJUkPiN90eF0xxcqDNadeOTJS7EPK1SmXH+BgrQ64OU6uJhkN/fUM+Ci352/SFQk4TtCQgYZZE+S3T/McHvsTljnypUr0z7wW2jlvtnmeNeKBJ6earr99qlzNmjrrLNhhlthedC3UKGnPWOp112M3a8sWeaa76qrNtkQ9B1goOlmesGvgufQQUfP+YH11tpll4iIAgUWWqxQsdcsdc01WbLUGmm22V631H4HREV109X3PeWwI1ZY6YYbSpX629BfZ7gzDe4px7ymtjr64+0/Cv6/7W1lBl8votqqrd8PbxWid1Gz+LuNr1Jx+Z9D//IlCXJ4lDV3eVSH+4ok7wckc+dXrXabwbeH+4uPvzv4ovPlX0L//C1xZ4Y3vwlU19ZEf7T9x7+3z53GQlhLpgp7Bt9ptAhL1iL4otXyM9yZHvd03ELGKc+A1qCVjMn6H+MPI4MUJSkiI4M/PNKNhYxTfu8iI2J27+Gbny8Z7rxfkH4sREVj7kYGGXwX0SoPGBFNqriebr58vSvcg82d97RjnkEGGdzreLAJMoMMMsjgm0GGO+9vZLbTMvhuo+09+bc/Cx5s7sw45t9Z3D/voO+fK/2uIhPZkkEGXxYhbaHsGXz3kOHO+xfRzKzNIIM/GB5c7sz4PL8Hobug3exYobV43KkybLrKh/Hau23ISfOdtBZPS0ZnnVPacuUqiKsu34Z+Bqa09dYr5Xrz5auMVRuPx8hY1cl49NIz5Xpz5eoeq0IfjxFGpLRVqUzQGKf1/nWPq2z+u3P1SWnLl5/2vqa7/vgKlfHISgrHIbE6f/x1fVHcH9WBvwradi7v5k8GDzq+6hxJ5gLuzMclMc3seLRL09ZWvC0Z3WNVcOPRUceU68qSpZPqlL5DDUtp66RTUJAy/vh++qf0HW6kUBL3lGufUjU3LGxwTD0iHv31S7k3BfKDaufx6KN3SluFirT3tlBBmr6pa8+d1ql07eme652Qblw8WI7Q3XJnBvcavq0w9ruxRZN5h983R1PnY0Wc+kEb8uWnnY8VaeyrXmk4plhxCveGhAxIY4sOilUgj0ehwhS7NyQUVECPRx99U2zBPHl34O6HUtqqVKWcPyysMqa+FI90a0eybnkb2qWx8YuTOP73Id1zvZt19m7G0N0g8gexcR9s7rxn35jnyrXYo97y26Aqa0jIdLMccSihim433Y02xhuWBnnpRYo95wfesDSohJkt2zwLNGm02irNmoWEDDTIbHO96FdBdd1KlZ71A9tttdlmzZoUKbLQw9ors9RrzjsvW7ZaY8wx13Lv2GWHFhG99PKYJc6ps8zbrrisvfYWWKxGjZVW2GuPHDkmmWy0sQ44YI1VbrllgAFmmaNFs5VWOuG4DjqYa75y5fba7UMfCgubZLI++rrmmtVWueKyvvoZZzxaZRsO2K9MmelmKFDovAvWWa9FxETj1ajWrNkmm9Wp11svIw0HRxy10y4lik02Wb48882xzga33TbOGFWqRETssNNxJ3TTzciYlNFJp2y3Xb58U0xWqNAC86yLScONNEIvPUVEbPORI46oUmmySbJlO+6ozTbJislxVKly1VWrvReT4+hvjHEiItZZ65BDypSZZY722vvUxzbZJCJirLFGqnXGacu947JLOutigUWyZFlumc8dlK/AdDM8ZJi13rfFZi1a9NHXYg877rhl3nbNNSVKLLBQJ9Ve8bJTTsYqpQ/2qEe95U2f+kSLFqXKLPGEevXetVyjRmFhI40y1ni/8u9BJcwyZZ7xnOWWBZU/w8KmmCpLdqwCfGsuTwcdLbLYS14IKo+GhS20OCYLF1+1s4seethow9cwU6Me5J3L+xGlSk0wybtxVVmzZXvcE96zMqGK7Whj5cuzwfogLLNKlUc85kUvuBarAlygwNOetcNHPrZLVFSWLFNM1V0Pr3nFNdeEhPTS21O+7w1Lg8ro5Tp4yvdccMFyy9xwQ758M8022BC/9bpDPhcSMsxw8y30iV3et0aDBl109bBHhYW97U0nnVCixBzz9NHXFh/a4kNRUbVGG2+CSy561woXXdBdD7PNlSvXZhvttVeJYtNjEmJnnLHO+xo1qTXaQIM0a7beB047rYuuJsb46KgjttmqQIEppmmnnUUWWWedG64bYaSeeoGP7XLYIdWqjTFOWFi9eltsli3bRJNjFcgftskml1wy1NDAgd5rn33266iDiSbIlu2CCzbYJCpqkok66qBRk3XWqXdeX30D7t3lY7vtUaLETNMVK3baGWt9oEmTMUYbaICbblrpPWed00WNWWbKlWu9DTGpy3wzTddbL/vst8b7gTTcLDNdcdmb3lbnnDKlFligRrW3LbPHXmFho4w0xywf2uJ9H2jUqFKFxz2qwW1L/dYll+XIMdEE443zay84FqviX62TZz1to8222KJFRI4cc8xWpp3X/Dao9t5VF09a4t/8MlAQyZXjcY/ZbY/dcdWR++htqCHe9JaW2HzJk+dJSyz1RkIV/VqjXHTJ4aQq/l8OGe6819BTDx11sM1HQVuhQks86hWvB+MrLGyxhT6zz2cOBH0HGmio4X7rdY2xdbhcB8/7gde9FihS5MnziMdi825FYAeMNtZkU7zo14HyTDfdPe1Z22y1wTpNmpQq84hHFSm21GvOqZMr12RTjDfRGqtst11Ei4EGWuhh55zzjrdcdFGlKos9rL1ya6yyx2558k0zwyCDHHXEaqs0aDDEUBNN0qLZGquddEKFSrPNVaTIAQdstUWOLFNMU6OzG2543xpXXTHIIMNjDvQuO3zmM+U6mGKqXLkuuBBIXU40SQcdNWv2oc3qndPfwEDO9rBDPvGJMmUmmihHrtnm2mC9Jo3GGa9CZSCHe8YpPfUKzn/UUTttV6DIFFMDlZoPrHXLTaPU6qV3zBbe6ITjOqk21TTZsu23zzZbYxX4p6lWo1691TGpy/4GmGCiZs1WWemoI9orN8c8HXSwxYe22iIkZIwxxhjniMPetdw119ToYpHFQkLesNRJJ+TJN9U0o9R6xzIf25ngYxywz0rvatAQ/J4KlV7xsgvOB6osj3vCb7wUqPYUKfa4J5x2ylprtGgREjLUQ2rVesmLQXX7YsWe9py3/NbZmC0ZEjLeBM2iCeobZcrMN9crXgv8sZCQ+ebZZHOKgsiXw4PNnfdUVfZRtaOi/3v7/1KqLNBjpFVn8aabeugZ7IQ1aFDvnAqVCTtxV12VLTvhTWdERIvmtLuDGWRwPyAiollzwhuniIjLLitSmKAdfcEFjW4naEen07ls1GifvYoV6xPq+yWrYw6O8uJdHjXsvqqQeT9gRO2I6L9u/986qVEV29mPiDjqiGw5usVFrlxzzRVXdNIp4NOIiCuuKFKUMMbaFtb7R980gwwS0cqdLXLj3ho2a3bFFaVKE8b2aWfkyk3QUT+n3iUX9dQzmBvXXHPQIVUqdQl1/pa4M8Ob3wSG1Q6L/n/b/00fvYJIm0ZNjjiqvTKVcW+QL7qowW2d4t6qNmt21VXttEsYS00ahWKyhRlkcD8i3frfqNF115UpS5gDp51RpjQhWu244xo16aVn0LdOnVNO66mH8lB5hjvT4J5ijLa3JcmoSROmnS9f1zRh0ulCGMPCwhmnPAWR2Cd+0kVENGpMCce56ZZcOSkTtFlzwiZIs2a33FKkKOX4bNkpxlGzFvlJITrNmjOLWRJaR3BqqH+58pS+HeKMyja0i33ikSs37Xy7OzzYO5f3C7JkGZaUIhIWThtWWBL7JPdtr31K38w8TI9mzbF1JZzQ1qI5YZMsEtOzzZOXcC9vuSksnNC3WbMGDQkh6Hc6vk2vOzcpRDXDnalo5c7EcMts2Wl5siZNuGuligTnjNY5NDLDnQ8EcuSkPMtcOfrrm9I33XqbLTtte+ZFUHqk46imWFRsTtKm8G23FShI4NnrrsuTm9BEDUG+AAAgAElEQVT3toaYtnbiC7lbbqUcf1uDLNkpdm+yLZxB+vU/V27KeM+WrZuuKX27pfHRqmKfr4YHmzvvqVEYEbHBegUKDDM80DHfbqtrrhluRJDTstden/tMJ9VqjRYWVqfOJhuEZZlksg46uOmmNVa74rJ++hlltIiITTY66DPtlJptjjJl9tprg3UiImqNVmu0OnWWW+aiC2p0tsAiuXKt8I7PHIiF/0wzzAgbrLfZRk2agpDnU05Z5i1XXFEcC3mu0dmrfuOE40LChhpioYettMIOH2nRor1yj3vCJRe94223Yo7tWOPVGu3Xfum8elCpyrOet8I7QehojhxzzRcV8o4Vwc5XTz0sNN+/+7WrsTDVQoWe9pT1NvrMQbRukow1RqUKyyzXogWtuZdPWuLXXgyOz5HjMY/YbY+99gXPc4jBBhloqTc0xQzJMmWe9X0ve9V559E6qRdbpM5Zm20JQmoHG2S8cV70chBO2EG5P/IDb3szCMnJk2eRxZq1WOEdt90WFjbccNPN8qJfO+M0qFbjWc/bbquNNmjSpFiJhz2inXZe96p69XLkGGeC6WbEUhR2isRC2R/1mDPOeMcyV1yOhZE/rEJH71phv/3yYmFlI9U6YL81VrutwUCDzTRLo0bvWemk4zqqMM8CpUrttdc2W2JhwlN008MNN6yxylVXDTDQCCOFhe32qX32KVduiily5Lrmmk02imgx3sQgn/5THzvjjH4GBNEol132qU/S1jf44niwq2PeL2jSZJ21KlUFeXu33LQlNp/GGKtIURDid06dfvoHfQ844FMfK1ZiqqkKFKpX7wPva9RotLH66qtBg9VWOeuMatVmmiVHrs02+cQuuXJNM0NvfRx00GrvueWmAQaaabZrrnnbm846o1SZeRbooovlltntUyEhw400x1wf2RaEslfGwuubNVnqdRddkCPXJJONM87LXnLYIbSmanzP07bZaqP1mjXLl2+u+dop9bpX3XBdSEhvfTzqcb/2y4AjihR5yvft9qnttgWiSLVG66uf17wSpIuU6+Bpz3jZSwEfZ8u2wCKnnfKR7QGf9dbHOOO94uUgPatIkac95w1vOasOrY7kTDPcdtv6WIgndNPVXHP8Oi7EsFCh5z1jlTUOxcKrw8Kmm6pEiWWWB9zbQ3ePe9SvvOBc7FrbKfGsZ3zqU5tt0aJFjhyzzNBNV7/xqksuCwsboL8nLPFbb9hjr4iISpW+7ynn1FvmHdddj4VTztVfX6/7rc8dkiXLSCPMN9cOO62x1m23ddfNIxaLiHjbO044qVQ7883TQ3cf2mqrrcF6NM5Y512wwrsuuaSnnrGw+xybbLbfASVKzDZTuXLn1FtrrSbNxhqjTyxMdbMtTjutu27GxOyHM87Y7iMFCk0yUb48zZpttT1IuWp7k37SKZ87pGuaGihfHBnuvBdw221rfaCP3rrEnucFF+z0kUJFxhgrW7bbGmy0wc1YyHO1GhER221zzFGdVBsfSzc57JAtPpQt2xTTVKly0cW49LvfhTyv9p7DDitTZo65KlTaZosPbRYRNdoY44x33DErLHfFZdVqLPKwbNne8oZjjsqVZ6qpRhmdYEv20tujHnfI59613A03FCky30JVOnnFS+rUCQvrb4DHPG6p1+23T0REqVJLPOWM01ZZqUmTsCxjjTXcCL/2y8AW7KjCs573hqWOxtLv2lJIG9yyxuogvaqHnmab6wW/DOy7QoW+5xlrrHLMUfwuZLpYiVVWBsdXqvSoJV7wS9ddR6vTuMSTPrI9SDFoW1N66OEtbwS2cEcdfc8zXvZCYIvmyvW4JY44apstIiJCQkYaZZgRfuPF4FyddPKcH3rTbx30WSw8vMijlrjlhne8oyFmt483wXgTveQFJ50APfXyPU/baosN1mnUqFwHj3pUngK/9bo6Z+XLN9V0o42x2nt2+EhExGBDzLfAGWctt8xll3RSbZHF2mlntVX22xdLy5ypv/6OOmKNVW677SHDjDdRk0bvW+OUU6p0MtNMBQod8nksRSHHVNNVqNCgwTprXXHVQx7S3wBw0AH77VehIkjZarM/YIyxwQu8Aw44o87ANPVWvjgebO68p0LZa2qroz/e/iO0TqappvnA2gRJih56qncuIe8rS5ZeejkYcyrb0N8AB+xPaMtXIKIlMIza0El1kIvehlKlrriScp1ZsrUk7dYUKUq4JloNpHR6fqE0MhtZsgLn9+tChBR9wQcBYZEvXHQl3b1O13Yn5MgJDNvfnT/9c23bSIpHmbKUnJpcuSnjj9Y88QuxBaIN3fV0LLbAtaFQobBwsEC0/aahhvnEroS+Qw2z375gR7rtmipVJeTG/XPoX75kSNGAKP/rLo+adF+FFd0PiOfOXLlGqbXZpoQ+I43ysV0JPFOsWK5cF+PyzmGgQfbZm9BWqVK9+pS5U6w4YSy29q1yLuZotiHd/Gi73uT5cKc5kg5hWSJJ3Hk3c/xeQIuw+6G02Z2474v2zZPrdtJzvdOzKlHimmsJben4NCQkT16Q/9uG3noFmxVtqFGjTl3CHMiVq1q1Y44l9B1vnA/jNoqhrz4uuJgwX/4l9M/fEndmePObQHVtTfRH238M2itTpYODPgv+PSRknHE225xwXFfd1DmbwFNZslSrdtLJhL699EqpS5ArT4vmFLuvTHuXXUpoS8exbdeWPHfy5LudNBe+6rzNID2+6joTEg7qBP1HSPdc77ROprNbK1SpT1qTCxVqiEUb/O6aQqpUBbnkbehvoANxL96gvXJNmlyP4+nWmkm1ttua0He8CbbZFWxqk+HOO+GeemMej6iotd5PaT+a5KRAi5YUpxwpTjk0uJX2fMlOOdI65a3nSzUuk51y3JHc0k3kr9spbz3Pg1gRPOpuVBPT3eu7IdJkcuPOzzWd05Gu0MWdHI5kpxwpTjmCt2XxiIqmOOW0vilPd01fTwGO1jM/yDuX9yMaNaY45bAjrqBRG9IZe0hxyhEUxvwi35HslJN+fpB+PnxRpxwpTjl3N8f/0Lh/rvTO3PdF+yY75dz5WSU75aTn06hoilOOFKccTseiIuLRqDHFKYfNPkxpO+jztNf65ZDhznsNl1x22cUEyykqmuKUIyjkFo8WLSlOOdIWC2yMc1DikeyUc2eeTjd3kp03vvq8zSA9vuo680WdctI/1zutk+ns1mSnnDvbkslOOVKcciQUkm1DaxTJ1pT21gLMX9cG9IPNnfesY55BBhncD3iwc30yyODbQCgWMJ/BdwkZ7rwX0ToP76ftsgwyuD/w9a1zDzZ3ZhzzDDLI4Cvgwd65zCCDbwMZp/y7iAx3ZpBBBhncPR5s7sw45g8wQiL3ZI75V8vLyRiw9x4e3J3LDDL4phHKcNp3GBnuvLdwd6lyGWSQwRfH17sB/eBy5z2dhBwvG9OGsHBaQ6ZdmsrSFUkSJ7QWRchLkueCvmkqBPbSW1aSY1ugQE89E9paC9XNSLmuYYbrqGNCW5ky081K6Jst25OeSvm9E0w0wsiEtk6qPe+HCb+hQIEf+YnucdrvYWGzzLLYwgTJgx56+Gt/mSAV006Jv/DnRhsVyEq0VtKc43nPKopVUwwJ6aOXv/eLhGq07bTzZ35iminB/cqWbabpfuxHCdJM3XT13/xcd92DtkKFfuBZ000Ljg8JGWWEn/hRcH5a5Ur+k79MkNDLkmW+hSaYmHBfu+jqOT9IkNXIkev7nkmRexhsiOFJclMFCiz2sFDSNJloskJFCW2lSvXVL6EtJGSMcZJRo7OcJJmjsLDqNFI93eLu0+9+Q07KuGy9hrKUtngpu+Rr+3rQtnN5N38y+KZRoCClLd1YCAmljEVai2Qlo0xZyrgJC+uUZtwOMyylrUqnFJ7OkWOs8Sl9p5slP05KjNYCSkMMTWgrUuRJ30v4DWFZHvW4zkkVs4cYaoFFCXOnXAd/7mcJfJArz/c9q9bo4Pe2VWX/oT9WFDf3q1X7W78IlA5ovc/PeM5c84LrCgsbY6yf+csEWbq24wcZFJyrQL7ve8ojFgcSia0qE8P8F/85gbs7KPdX/rPBcce3VoWf5xGLE+5Ld939Z3+RIJuYL98feV5vvRLu1QjDzTc3QWaoRIkfej7huYSEzDYzRWasQoUpJie0hYXNMy+Fu3rplSLVly3bMA9JRvzvbEOevLRjO51UT1kajgyRIkWJtGoV6Xj3y+NuuTODbx4hOV9wbU03ZpBWdjKdtG+BggR5r9azhwxO4jhauSuZp0uV6pMk6ZYly1zzE+YtTDRJZZJEVSedzDE3YT7lyfOcHyRwREjYbHONVCv+xUhPvfzQHyesNSVK/NTPEvgwW7aFFltgUfAbQkIGGOiv/HUCn5Ur9zN/abgRwW/IkWuRh33f08G5QkL6G+Dn/i7BFizT3k/9zHgTEmzZWeZ43v/f3p0HW1ndax7/rDMyyTwdOCCDiCAgIiqiOEGMmsQhaq4dM3WSm9ude7vT3XW7krTdud1l3VSnb1V31a3q7lS6blclndmYe9U4RJFJVEBkEhkEhACCynwYz/Gw3/5jv2e7N2cj54Cc83JYX+ot9ll7ve963unZa613vev3lRKfuNSl/tp31RX91uWjXHzN9W4o8f5ppnvEl0vq3X318y/8pQFFdfwKle50tymnhN+rM8z9HijxjypVHvAFPU+p908wsdV5rVVrtjlO5TrXt7oOL3FJ2RDT5X6TBxvc6loJQtlruFydoFzdgfJ1jfy566x654VFpmZlHzt9bPKN5V8rhKqa5WarrbTAfCecMM7l7nK3Jh96zjPetVM//d3lbnWGed0yr1umUoWZbjTZVfbbb64XHHLQZcaZ5RYVKiyz1Ns26q2POT6ll1722WuRhU466QYzDVcvJ+d1y+y221hjTE4v7j32WOkNl+jtWtepUiUnZ7VVjjpqqqsLDe09PrDNVvVGFhpfzZptsVmtbiUmtt9+DQ6pN6LQoG7WbI89+ulXUik65phAq9iNJzV3uRiaOblWBlJuX3NyhZA9xR0SLbPoFlfAGzTYZ6/h6gvm1uiELTbrp3/BsHNyNlinUZNJJhXKe8cWO+wwxpjCD+8+e71huZ56ut4NqlQ54YTFFjmahlmpT6+rZZbYloZZucksVapssskyS9JwabcYZrh99qbXcINxLjfLzU5qNtdcW2zWV1+f8ml16izxmqWWSCSuMd2NbvIn2zzvWYccSsOsfE61Gk970jZb1ar178P3znJ2zLEJP2znWg9fUDNkXgiMmj4q+fPlX9dTL3PcYaKJFlrgDa+Dqaa53Wy77fK85xx0QL0R7vZZ3XU330s22qCHnua4w0gjbbfNQgs1ajTNNNNM16TJQvPtsssww9zqNtVqbPWO5V5Xq9YtbtNHH02aLLbIYUdcbaqRqc+9Y4tNNqlTZ0rqp41OWGFFOqPrtMI9ts02e3xgvCsKlcUTTnjHZgMMKomHuttuJ50shDxq2e5BhwwwoMQPDjusVm1JpaZZs0TuovDOlon4io9Js2ZHHXWJSwr5c3L22KOnniUdx3vscdRRI40s5D3kkB12GG54oWLXpMlab+mm1hWuKMz4/Ka3HHTAZJMKnrzVNhtsMMRQU01RocIBB7ziVQQ3mamvvpo0mW+hffa73LhCDOrXvWG99YVwab31ttU2Cyz0oQ9NN900Ux1wwLOet8cew9S5y51qdTPPPG96S61at7nFZJOssNICC53QaLzLfcZd9tnvKU/bY6/eLvFvw3c6yDujb54PRk4fmXxz+V8YaIB7fM4gAzzveRusV6vWzWnY03XWWeAlJzSa6EqzzdaoyYuet8NOg9Kwp/30s8bqtC6a/x0fY6wGDSVhT1vC/K6ywkYb9dffLW5To8Yhh7xqsZzETDfqp19636zxnvdc7nKj0860Aw5Y60199DHJ5MI9ttEGxx0zyZSCzx100E471asvdFLl5Oy0XXc9CuGIyU84d9RRgwwq8YNy9atyftIVKOedH2oSVJTsa5MmjRpLHkI1a7bPPn30Kam377RTpYqSDoH3vW+fPUYbU6jPN2iwMQ1BNip9GNis2RuWa9bsGtML211jtV12ucxlhUb9dtuttEJPPc0yS61uGjRYaL7jjrvGdGNd5kNNFlroXTsNVec2t6tRY5UVlluehku71Sij7bDdi15w1FGXG+92t2vU5Fl/sMN2ffTxaXcZrt5886xMJ5y92jVuc7t1NnjBi444Yqgh/iL8efTOMmSqYT59+vRk+fLlnS0jErnoCCGcpUGOSXisnWt96YIyyQuB6J2RSOfQcd4ZffN8EL0zEukconeWp2t1b7WT0/WGnZQr6eFq0uSAA/rrV3ia8lEvY8+SIfM77dSgwTiXFfLus9c73lGvvtBLdsIJK61QrdpUVxeeuK+0wgH7TXZV4WnQFpttSHvOWnpZ808SFiM/5L2//j7UZJFF9tlrvPGuSodmr7TaOuv00dvtbtNDD7vstsjLmjW7wQxjjXHMcfPMs8deI4xwq5tVqLDcG9Z6Sw89zDHbQAPssts88zVpco1prjLFCY3mesl73jPMMHMKPW+rrbQqHY5zmyGG2GufeeY55rirXOVqV2nW7GWLbbfDEEPc7lY1amy1zRJLVat2q1sMNMBxxyy00GENJpviChPAWmttstFggwtPrBs0WOJVQXCDG/XSK+19Xm2PvSaaWBj6s99+67xloIGFbebkrLPOSR+60uRCT+k++7xvt5FGFZ4mNWu2y0699C55On/YYU2aSoZt5eQcd1x33Uuuw3LXZXbp2pNwRMpT7ho94YQKFSVPoY855qgjBhhYyN+kybt2GmBg4Sl4Ts47tiD/ClFL3h22e897xrm88ITngAPeslZ//Uw0qbDNZZb6UJNrXV+4x9dY5V27jDHGBBORf5Kwwht66mGWW3TTzWGHLbTACcdNd61RRmvW7FWL7bRTnWFmuVmVKhttsNzratS61W0GGWS//eaZ65hjJplkqmlychaYb4ftBhlktjm662G9dZZZqkqVWW4x0kgHHPCilxx22HiXm+kGOTmLvWKLd/TXz6fM0UsvW22z2CtC+hR5lFGOOe4lLznggMuMM8N1KlQUeX+f1Pu7229/6v0nzXSDYerk5Cyx1G7vuczYwjDyd+2yymqX6GWGGWpUa9Zsmdcdd8J00wpDvrfbbps/GWWUkUak10SjddbpoYfLjSuc153e1aDBZcYWrpcTGu222yADS57OH3BAhYqSoeXNmjVpajVkMnpnJOuUu0aPOaZGTclT2AYNmjWX1COOOGKPD9QZVqijfqjJJpv11rswWignZ5O3HXXElSapTfPusN0224wwsjBSs0GD5Zap1c11rlOtRrNmS7zmsAZTXFV4LWitN23ytsGGuN4MVarsttsSrwgqzXKzAWn9bIH5DjroChNcnfrhMkttskk/fd1mtp562m6bxRZLJG4w0xhjHXXUXC/ab59RRpuV1kWXWmKD9Xq5xGxz9NffDtstslCzZte63kQTHXfMS16yxwfq1RdGdq2ywhprdNfD7WYbYIB99ppvnkaNrjHdFSaUeP9w9W50kypVttvm9XRk2M1u1VtvjU542SJH0pGyLcd1ow0226zOUFNNU6HCUUe9bpkqVSXD0NdbZ599JrqycL4POVQ41i2v5eTkbPWORFLyO3nYYfvsNczwwjZzcvbZq6deJT5Zro1zuusyu3Rt78zUE/PR00cn/3z5VwTBJJN9zr3me8lSSzRr1k9/n/eAI454ypOOOqJKtRlmmGGmX/iZ3Wk88sGG+KIvmWeuN62RSFSrNscdatV4xh8Ksf7qjXCP+/w/P3VYA/LvtTzgAUsttbUoBuV44410qbleLExg1k0397jfk36vsSg25Qw32Gqr94tiAvbW2ySTveqVQloQ3OwWL1tUEkNyuHqHHdZQFE+9UqUJJlrrzZJjN8GVNlhXMqlaN90Eta1iYF5mrM1pJbiFOkO95/2S9StV6qZbqxjtl7q0VdzXfvo5UCb+Zh99WsWDH2tMqxizvfV21NGSeO5BUKeuVezZicbbeEqc5X76OaHR8aK4jBUqXGmSN60pyXut6630Rklc5cGG6K67P9lWSKtW7XZzvOD5kuMy2xwr0g6Uj47JKJe61MsWFfL20NODvuAJjzuanoNKlT7rHu/YUqLryrQy/3uPO+44GGCgL/mypz1VaLR01929Pu+4Y573rEaNKlW63gw3muWXfm6XdwXBCCP9M49YZqlXvOxDH+qjr/vcr5tu/snvfeADNWr8h/CfzrLnclTCf2znWmc3fClyei6dPjL5+vKvqVbjJje5wUxP+J2NNkgk6o3wBQ9bbZWFaYdad93d4U4DDPQ7v9GgQRCMdZkHPOgXfm6nHchfyw94yGZvW2KJRE4QTHGVSaZ43K8LMVUvcYk/80VPeLxwj+Tn4bjVXntLvKu//m5ysz94quB9+XeR77bAvJI4qyNdqkKFbbYW0qpUmekmiywoOR5XmWqdt0riufbQU1997fJuSd4pplpjVUnaUHX2+KDEjypUGGCAPfaU5B1rnC02laT1comjjpT4RhAMMqhVPPgRLrXtlNjHtWrkJK3i0dYbbucp+keot6PV+rUqVbaKUzvBeOttPEX/WNtsK9nX7robaEDJdoPgRjdY7NWS9Se50nbbNRTFHe+ttytN8JqlhbRKlT7nM57zx5LfyZlm2OeAjUW6hhjsNrd6wj8WjkE33TziYc97wbvpb0KFCrPdplq1F7yoOd2HMUa7371+5uf22Iv8++Vf8YgVVnrNUiedVKvWne4w1BCPe8IBB1WoMMVk9/icJz1prXVycoap87Av2G23P3jOEUf00st3w193kHdG3zwfjJhen3xz+df11NOdPqNevd/6lV12qVDhChPc5/Oe8bQ1VsvJ6aOPz3vIPntLfoevdZ1rXefnflaoDw0wwBd92XOesTn1iUqVZvuUnJx55ha8b6g6d7nbr/zCiTRudZUq97nfYi+XxJce6zKDDLKkKMZ6rVqfdpdnPF1yP1/nehttKKmL9dLLGGOtsbrkeMw002teK/GuOnUOOVTiJxUqjDbGFptL1h/vChttKEnroUehM62YkS61/ZS65DDDWtX5KlWqUVOoG7VQri46wED77WtVl+2hh8NFHkV57x5okH32tlp/iKFt+u0YYmj6GsBH9e4q1SabbKUVJXlnucVrXtVc5POjjBJUlLQ7uututjme9UzhWgkqfNZnveZVe1OPg4muVGeYeeYW9qGvfh7yZ37jlxrSNk6NGg94yAbrrbIyDWQWXOd6E0z0uN8W9mG4eo/4sn/ye5u8LZHorbcHfcFBBzzvOccdV63azW41zTV+69e2+5MguNx4D3rIUku9bKEmTQYb7NvhX0XvLEOmGubDptcl31z+9cLflaqc7MIz751vTgoyPr/fWZBTEYMLtZm2zoD/WPjhWRrkpQnfa+da376gTPJCoLV3VpZUzNrLuUVOiLSHBLku6dUXNuXuoXL3xQ/DYx3kndE3zwenemc5Wt7bjkQuVtpTJyiXt1x7ruPqnReWd55TTSCE8FgIYU0IYVUI4YUQwrA0PYQQ/j6EsDn9ftqZtlWO2Cg/V2Lz9WLn/DeucjjezuXsCSE8FEJ4K4SQCyFMP+W776eeszGE8OnTrD86hLA0hLAphPCbEEKnzPR1/r3z7BvldMR1EykmxOOdOcrdQ5/sfdFe7zx7uopvplrOq3eWIzbKIxc77fG+cnk/2fZc1/bOc+2i/7skSaYkSTIVf8AP0vS7MC5dvoX/fY7lRCKRTJLIx5Nsz3JOrMXnsag4MYQwEQ/jStyJ/xVCKBfb6Ef4H0mSjMMBfONcBZ0l0TsjkYua9nrnOdFVfJPonZHIRU7X9s5zapgnSdJQ9GdPCt0k9+JnSZ4l6BtCaB3sNnKeiU9hIuebjo1jniTJ+iRJNpb56l78OkmSxiRJtmIzrivOEEIIuB2/S5N+ivvOSdBZEr0zUkx8OedipONi8XYV3yR6ZyQS6dreec4vtYUQ/jaEsAOP+KjncjjprEF5dqZpXZZK5TpK2p731BkScdoZEltmMi6mTzpjcTFVKlSrbpU+TOvfquLZwot1Fs+O28LoNKZi6fr9W6WhMJPymdbvqWfZ/e3Tal8rDDG0Vb5y+9my3VMpt0/k34tpy3bbM3PlhTPL5dnS4U/MT0dbPGcADiZJ0vwxeTqMruyd5e6l9uRtz31z6szcKJkZ/kzpA4uiarSQnzjzVF1B76KZwVsYkc6YW6qpZ6v1g1DWu/Ixakv3t5vast5TV8a7y6VVpf9OZXCZfS33e9KyjVMp552ni13cVj89HeXWb891lX069KnP6bjgfJOu7Z3nSnvqLOXyFsfiLl6/3L3Xp4wflvPTatVlfWJYmdMztIyftUzediotM6AXM8jgVlpPV5ct593l9p+8p7cuq/W+Vp3G42rUtkrrpnurtNN5XGWZ49f165eno2t75xnDpYUQ5lKmNsGjSZI8mSTJo3g0hPB9/BX+RvmXm8s+vg0hfEt+2BE0PhZ+uPZMmjqYgRRNeZgdsqgramobWdQ0/uxW2/1H/vPAdq7ULYRQHDj2J0mS/KTljzN5zmm22RbPabMvfRJE78zkdZ5FTWRTV9TUNjrKOy8K3yR6p2xe51FT28mirixqit5ZhjM2zJMkmXOmPCm/xDPyBrmTNJBpnnpOiX/w0fZ/gp9ACGF51mbOy6ImsqkramobWdV0NuslSXLnJ62lHZ5TTFs8Z6/88MaqtAfztL70SRC9M2pqK1nUFTW1jax4Z1fxTaJ3Rk1tI4uayKaurGo6m/W6unee66zs44r+vIdC8MKn8JV0lswZOJQkye5zKSsSiUQ+hqfwcAihNoQwWn4CoGXFGZJ8bMj5eDBN+ipO1xt6XoneGYlEMsAF5ZtE74xEIpngvHnnub6g8F9DCEcfbygAAAZCSURBVGtDCGtwB76Tpj+Ld+Rfhv8/+PY5lhOJRCJCCPeHEHbiBjwTQvgjJEnyFn6LdXgef5kkycl0nWdbQurgu/h3IYTN8u///ENH70NK9M5IJNIhdCHfJHpnJBLpIDrDO0O+QZ8NQgjfKh73nwWyqIls6oqa2kbUFPmkyeL5i5raThZ1RU1tI4uaIm0ni+cvamobWdRENnVFTRcOmWqYRyKRSCQSiUQikUgkcrFxsc61H4lEIpFIJBKJRCKRSCbIRMM8hPBYCGFNCGFVCOGFlrH56SQefx9C2Jx+P60DNf1dCGFDWu4/hhD6Fn33/VTTxhDCpztQ00MhhLdCCLkQwvRTvusUTWnZd6blbg4hfK8jyz5Fx/8NIXwQQlhblNY/hPBiCGFT+n+/DtY0IoQwP4SwPj133+lsXSGEbiGEZSGE1amm/5Kmjw4hLE01/SaEUD4YdCQzRO9ss6bonR+vI1PemUXfTMuP3tkFyKJvpuVH72y7rk73zqz5Zlp+5rwz+mY7SZKk0xf0Lvr8r/Hj9PPdeE4+FtwMLO1ATXegKv38I/wo/TwRq1GL0diCyg7SNEE+7t8CTC9K70xNlWl5Y1CT6pjYSdfRzZiGtUVp/w3fSz9/r+U8dqCmOkxLP1+Ct9Pz1Wm60vupV/q5GkvT++u3eDhN/zH+ZWecx7i061xG72ybpuidH68lU96ZRd9My4ze2QWWLPpmWn70zrZpyoR3Zs030zIz553RN9u3ZOKJeZIkDUV/9vRRAPZ78bMkzxL5eHB1HaTphSQfdw6WyMefa9H06yRJGpMk2So/A+h1HaRpfZIkG8t81Wma0nI2J0nyTpIkTfh1qqfDSZJkEfafknwvfpp+/inu62BNu5MkWZF+Poz1GN6ZutL76Uj6Z3W6JLgdv+sMTZGzI3pnmzVF7/wYsuadWfTNVEv0zi5AFn0z1RW9s21kwjuz5puppsx5Z/TN9pGJhjmEEP42hLADj+AHafJw7CjKtjNN62i+Lt+LSnY0FdOZmrJ4PIoZkqSxTNP/B3eWkBDCKFwt31vYqbpCCJUhhFX4AC/K9z4fLKoUZO08Rk5D9M5zInrn6cmEd2bJN1M90Tu7ABn3TaJ3ZrXsM9HpHtVClrwz+mbb6bCGeQhhbsjHnjx1uReSJHk0SZIR+AX+qmW1Mpv6xKaRP5OmNM+jaE51ZUJTudXOp6Yz0JllXzCEEHrhCfybU3rrO4UkSU4mSTJVvkf+Ovnhaq2ydayqSDmid35ymsqtdj41nYHonWcga75J9M4LhSz6Zlt0pXmid3480TvPQNa8M/pm26nqqIKSJJnTxqy/xDP4G/kelBFF39VjV0dpCiF8FZ/F7CRJWi6YTtV0Gs6rpgyX3RbeDyHUJUmyOx2S9kFHCwghVMsb5C+SJPl9VnRBkiQHQwgL5N/36RtCqEp7MLN2Hi9aond+MppOQ/TO09OpHpVl3yR6Z9bJom+2RVf0zsyXfSY63aOy7J3RN89MJoayhxDGFf15Dzakn5/CV0KeGTjUMhSjAzTdie/iniRJjhV99RQeDiHUhhBGYxyWdYSmj6EzNb2OcensijV4ONWTFZ7CV9PPX8WTHVl4CCHgH7A+SZL/ngVdIYRBIZ3tNYTQHXPk30Oajwc7Q1Pk7Ijeec5E7zw9nelRmfPNVFf0zi5AFn0z1RW9s21k2Ts726My553RN9tJkoEZ6OR7dtZiDZ7G8OSjmfz+p/y7CG8qmhGyAzRtln+HZVW6/Ljou0dTTRtxVwdqul++p7AR7+OPna0pLftu+Zkft+DRTryOfoXd+DA9Tt/AALyETen//TtY003yw3PWFF1Ld3emLkzBylTTWvwgTR8j/8O6GY+jtrPOZVzafC6jd7ZNU/TOj9eRKe/Mom+muqJ3doEli76Zlh+9s+26Ot07s+abqabMeWf0zfYtIT04kUgkEolEIpFIJBKJRDqBTAxlj0QikUgkEolEIpFI5GIlNswjkUgkEolEIpFIJBLpRGLDPBKJRCKRSCQSiUQikU4kNswjkUgkEolEIpFIJBLpRGLDPBKJRCKRSCQSiUQikU4kNswjkUgkEolEIpFIJBLpRGLDPBKJRCKRSCQSiUQikU4kNswjkUgkEolEIpFIJBLpRP4//GuKqoQdDpUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1224x324 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot slip vector components for all atoms\n",
    "fig, ax = plt.subplots(ncols=3, figsize=(17,4.5))\n",
    "im = ax[0].scatter(disl_system.atoms.pos[:, 1], disl_system.atoms.pos[:, 2], c=slip[:, 0], vmin=-10, vmax=10, cmap='jet')\n",
    "plt.colorbar(im, ax=ax[0])\n",
    "ax[0].set_xlim(-30, 30)\n",
    "ax[0].set_ylim(-30, 30)\n",
    "\n",
    "im = ax[1].scatter(disl_system.atoms.pos[:, 1], disl_system.atoms.pos[:, 2], c=slip[:, 1], vmin=-10, vmax=10, cmap='jet')\n",
    "plt.colorbar(im, ax=ax[1])\n",
    "ax[1].set_xlim(-30, 30)\n",
    "ax[1].set_ylim(-30, 30)\n",
    "\n",
    "im = ax[2].scatter(disl_system.atoms.pos[:, 1], disl_system.atoms.pos[:, 2], c=slip[:, 2], vmin=-10, vmax=10, cmap='jet')\n",
    "plt.colorbar(im, ax=ax[2])\n",
    "ax[2].set_xlim(-30, 30)\n",
    "ax[2].set_ylim(-30, 30)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Burgers vector for the dislocation can then be estimated from slip vector values for atoms along the slipped plane.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actual Burgers vector:    [ 0.0000,  2.8638,  0.0000]\n",
      "estimated Burgers vector: [-0.0016,  2.8662,  0.0060]\n"
     ]
    }
   ],
   "source": [
    "# Find atoms with coordinates -30 < y < -25 and 0.0 < z < 3.0 and \n",
    "matches = ((disl_system.atoms.pos[:, 1] > -30.0) & (disl_system.atoms.pos[:, 1] < -25.0)\n",
    "          &(disl_system.atoms.pos[:, 2] > 0.0) & (disl_system.atoms.pos[:, 2] < 3.0))\n",
    "\n",
    "# Get average slip for the atoms\n",
    "aveslip = slip[matches].mean(axis=0)\n",
    "\n",
    "# Divide the slip by 3 to estimate the Burgers vector\n",
    "# as fcc (111) planes have three cross-plane neighbors\n",
    "burgers_est = aveslip / 3\n",
    "\n",
    "print(f'actual Burgers vector:    [{burgers[0]: 7.4f}, {burgers[1]: 7.4f}, {burgers[2]: 7.4f}]')\n",
    "print(f'estimated Burgers vector: [{burgers_est[0]: 7.4f}, {burgers_est[1]: 7.4f}, {burgers_est[2]: 7.4f}]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Try estimating the partial dislocation by looking at slip in the stacking fault area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actual Burgers vector:    [ 0.8267,  1.4319,  0.0000]\n",
      "estimated Burgers vector: [ 0.7035,  1.4935, -0.0257]\n"
     ]
    }
   ],
   "source": [
    "# Find atoms with coordinates -1 < y < 1 and 0.0 < z < 3.0 and \n",
    "matches = ((disl_system.atoms.pos[:, 1] > -1.0) & (disl_system.atoms.pos[:, 1] < 1.0)\n",
    "          &(disl_system.atoms.pos[:, 2] > 0.0) & (disl_system.atoms.pos[:, 2] < 3.0))\n",
    "\n",
    "# Get average slip for the atoms\n",
    "aveslip = slip[matches].mean(axis=0)\n",
    "\n",
    "# Divide the slip by 3 to estimate the Burgers vector\n",
    "# as fcc (111) planes have three cross-plane neighbors\n",
    "burgers_est = aveslip / 3\n",
    "\n",
    "# Define the Shockley Burgers vector relative to the system definintion\n",
    "shockley = alat * np.array([ 6**0.5 / 12, 2**0.5 / 4, 0.0])\n",
    "\n",
    "print(f'actual Burgers vector:    [{shockley[0]: 7.4f}, {shockley[1]: 7.4f}, {shockley[2]: 7.4f}]')\n",
    "print(f'estimated Burgers vector: [{burgers_est[0]: 7.4f}, {burgers_est[1]: 7.4f}, {burgers_est[2]: 7.4f}]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Disregistry <a id='section3'></a>\n",
    "\n",
    "The disregistry, $\\delta_i$ characterizes the planar spreading of a dislocation in direction $\\xi$ along a slip plane by measuring the difference in the displacements between the atomic planes of atoms just above, $u_i^+$, and below, $u_i^-$, the mathematical slip plane.  The displacements are taken relative to a perfect crystal base configuration.\n",
    "\n",
    "$$ \\delta_i(\\xi) = u_i^+(\\xi) - u_i^-(\\xi)$$\n",
    "\n",
    "The algorithm used by atomman does the following:\n",
    "\n",
    "1. Uses the base configuration to identify all atoms in the two atomic planes neighboring the slip plane.\n",
    "2. For all atoms identified in #1, finds the unique $\\xi$ coordinates from the base configuration and computes $u_i^+$ and $u_i^-$ for the defect configuration relative to the base configuration.\n",
    "3. Any $u_i^+$ or $u_i^-$ corresponding to the same $\\xi$ coordinates are averaged, and the values of $u_i^+$ and $u_i^-$ are linearly interpolated to all unique $\\xi$ coordinates. This is done as the $\\xi$ coordinates may differ for the two atomic planes. \n",
    "4. The disregistry is computed for all unique $\\xi$ coordinates by finding the difference in the interpolated $u_i^+$ and $u_i^-$ displacements."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1. disregistry()\n",
    "\n",
    "Parameters\n",
    "\n",
    "- **basesystem** (*atomman.System*) A perfect reference system with atoms directly corresponding to atoms in dislsystem.\n",
    "- **dislsystem** (*atomman.System*) A dislocation-containing system.\n",
    "- **m** (*array-like object, optional*) Unit vector defining the direction associated with the planar spreading along the slip plane.  Default value is [1, 0, 0] (Cartesian x-coordinates).\n",
    "- **n** (*array-like object, optional*) Unit vector defining the normal to the slip plane.  Must be perpendicular to xvector.  Default value is [0, 1, 0] (Cartesian y-axis).\n",
    "- **planepos** (*array-like object, optional*) A position on the slip plane so that the plane can be fully defined.  The slip plane position should fall between two planes of atoms.  Default value is [0,0,0].\n",
    "    \n",
    "Returns\n",
    "   \n",
    "- **coord** (*numpy.ndarray*) The (N,) array of unique coordinates (atomic columns) neighboring the slip plane.\n",
    "- **disregistry** (*numpy.ndarray*) A (N, 3) array of the dislocation's disregistry at each x."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xi, disreg = am.defect.disregistry(base_system, disl_system, m=[0,1,0], n=[0,0,1])\n",
    "\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "\n",
    "plt.plot(xi, disreg[:, 0], label='x-disregistry', linewidth=3)\n",
    "plt.plot(xi, disreg[:, 1], label='y-disregistry', linewidth=3)\n",
    "plt.plot(xi, disreg[:, 2], label='z-disregistry', linewidth=3)\n",
    "\n",
    "plt.xlabel('$\\\\xi$-coordinate ($\\AA$)', size='x-large')\n",
    "plt.ylabel('disregistry ($\\AA$)', size='x-large')\n",
    "plt.legend(fontsize='xx-large')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Nye tensor <a id='section4'></a>\n",
    "\n",
    "*Update version 1.3.7*: The Strain class has been added that provides a faster, more user-friendly interface for computing the same properties as the nye_tensor function.  It is recommended to use it instead - See the [4.8. Strain class Juptyer Notebook](4.8._Strain_class.html) for a description of the class and examples. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Differential displacement maps <a id='section5'></a>\n",
    "\n",
    "Dislocation core structures can also be characterized using differential displacement maps as first used by [Vitek, Perrin and Bowen](https://doi.org/10.1080/14786437008238490). \n",
    "\n",
    "For every pair of neighboring atoms $\\alpha$ and $\\beta$, a differential displacement vector, $d_{i \\alpha \\beta}$ is computed as\n",
    "\n",
    "$$ d_{i \\alpha \\beta} =  x_{i \\alpha \\beta} - X_{i \\alpha \\beta} $$\n",
    "\n",
    "where $x_{i \\alpha \\beta}$ is the vector difference between atoms $\\alpha$ and $\\beta$ in the current (defect) configuration, and $X_{i \\alpha \\beta}$ is the vector difference between atoms $\\alpha$ and $\\beta$ in the reference (perfect crystal) configuration.  \n",
    "\n",
    "Plots are then constructed where atomic positions are shown as circles with arrows representing components of $d_{i \\alpha \\beta}$. The arrows are centered halfway between the two atoms $\\alpha$ and $\\beta$ for which that particular $d_{i \\alpha \\beta}$ was computed.  For most variations, the direction of the arrows indicate the two atoms $\\alpha$ and $\\beta$ that $d_{i \\alpha \\beta}$ was computed for. Various plotting options and variations are described in more detail below.\n",
    "\n",
    "*Update version 1.3.2* A DifferentialDisplacement class was introduced to make it easier to generate differential displacement maps and to allow for more options with different materials systems by separating the differential displacement calculation from the plotting.  The class is meant to replace the old differential_displacement function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1. DifferentialDisplacement initialization/solve\n",
    "\n",
    "Computing the differential displacement requires comparing the relative position vectors between a defect-free base system and a defect system for all pairs of neighbor atoms. Therefore, the calculation requires two compatible systems and a list of neighboring atoms.   \n",
    "\n",
    "- __system_0__ (*atomman.system*) The defect-free base system to use.\n",
    "- __system_1__ (*atomman.system*) The defect system to use.\n",
    "- __neighbors__ (*atomman.NeighborList, optional*) The neighbor list to use.  \n",
    "- __cutoff__ (*float, optional*) Cutoff distance for computing a neighbor list. If reference = 0, then system_0 will be used to generate the list. If reference = 1, then system_1 will be used to generate the list.\n",
    "- __reference__ (*int, optional*) Indicates which of the two systems should be used for the plotting reference: 0 or 1. If 0, then system_0's atomic positions will be used for the calculation and neighbors should be for system_0.  If 1 (default), then system_1's atomic positions will be used for the calculation and neighbors should be for system_1.   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Either system_0 or system_1 can be used as the reference state for identifying neighbors and plotting atomic positions. \n",
    "\n",
    "- Using system_1 as the reference state will overlay the differential displacement vectors onto the relaxed atomic positions.  This provides insight for the dislocation both in terms of its atomic nature and core spreading. This is the more common representation, especially for dislocations with large edge components.\n",
    "- Using system_0 as the reference state will overlay the differential displacement vectors onto a perfect crystal.  This indicates how the crystal needs to be deformed to introduce the dislocation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note: the reference choice corresponds to the system for which the neighbor list was computed!\n",
    "\n",
    "neighbors = disl_system.neighborlist(cutoff = 0.9*alat)\n",
    "dd = am.defect.DifferentialDisplacement(base_system, disl_system, neighbors=neighbors, reference=1)\n",
    "\n",
    "# or\n",
    "#neighbors = base_system.neighborlist(cutoff = 0.9*alat)\n",
    "#dd = am.defect.DifferentialDisplacement(base_system, disl_system, neighbors=neighbors, reference=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2. DifferentialDisplacement plotting\n",
    "\n",
    "DifferentialDisplacement.plot() creates a differential displacement map as a matplotlib figure.  There are many options to help control what is plotted as well as give you options for tweaking how the plots look.\n",
    " \n",
    "- __component__ (*str or array-like object*) Indicates the component(s) of the differential displacement to plot. Values of 'x', 'y', or 'z' will plot the component along that Cartesian direction.  A value of 'projection' will plot the differential displacement vectors as projected onto the plotting plane, thereby showing the two components perpendicular to the line direction.  If a 3D vector is given, then the component parallel to that direction will be used.\n",
    " - __ddmax__ (*float or None*) The maximum differential displacement value allowed. Values will be kept between +-ddmax by wrapping values with larger absolute values around by adding/subtracting 2\\*ddmax. Typically, this is set to be |b|/2, but can be defect-specific. For instance, fcc a/2<110> dislocations and basal hcp dislocations are typically plotted with ddmax=|b|/4.  If set to None, then no wrapping is done.\n",
    "- __plotxaxis__ (*str or array-like object, optional*) Indicates the Cartesian direction associated with the system's atomic coordinates to align with the plotting x-axis.  Values are either 3D unit vectors, or strings 'x', 'y', or 'z' for the Cartesian axes directions.  plotxaxis and plotyaxis must be orthogonal.  Default value is 'x' = \\[1, 0, 0\\].\n",
    "- __plotyaxis__ (*str or array-like object, optional*) Indicates the Cartesian direction associated with the system's atomic coordinates to align with the plotting y-axis.  Values are either 3D unit vectors, or strings 'x', 'y', or 'z' for the Cartesian axes directions.  plotxaxis and plotyaxis must be orthogonal.  Default value is 'y' = \\[0, 1, 0\\].\n",
    "- __xlim__ (*tuple, optional*) The minimum and maximum coordinates along the plotting x-axis to include in the fit.  Values are taken in the specified length_unit. If not given, then the limits are set based on min and max atomic coordinates along the plotting axis.\n",
    "- __ylim__ (*tuple, optional*) The minimum and maximum coordinates along the plotting y-axis to include in the fit.  Values are taken in the specified length_unit. If not given, then the limits are set based on min and max atomic coordinates along the plotting axis.\n",
    "- __zlim__ (*tuple, optional*) The minimum and maximum coordinates normal to the plotting axes (i.e. plotxaxis X plotyaxis) to include in the fit.  Values are taken in the specified length_unit.  The optimum zlim should encompass only a single periodic slice.  If not given, then the limits are set based on min and max atomic coordinates along the axis.\n",
    "- __arrowscale__ (*float, optional*) Scaling factor for the magnitude of the differential displacement arrows.  Default value is 1: no scaling, vectors are in units of length. For major components, this is often set such that the max differential displacement component after wrapping (see normfactor) is scaled to the distance between the atom pairs in the plot.  For minor components, this is often set to a large value simply to make the components visible.\n",
    "- __arrowwidth__ (*float, optional*) Scaling factor to use for the width of the plotted arrows. Default value is 0.005 = 1/200.\n",
    "- __use0z__ (*bool, optional*) If False (default), the z coordinates from the reference system will be used for zlim and atomcmap colors. If True, the z coordinates will be used from system0 even if system1 is the reference system.\n",
    "- __atomcolor__ (*str or list, optional*) Matplotlib color name(s) to use to display the atoms.  If str, that color will be assigned to all atypes.  If list, must give a color value or None for each atype.  Default value (None) will use cmap instead. Note: atomcolor and atomcmap can be used together as long as exactly one color or cmap is given for each unique atype.\n",
    "- __atomcmap__ (*str or list, optional*) Matplotlib colormap name(s) to use to display the atoms.  Atoms will be colored based on their initial positions and scaled using zlim. If str, that cmap will be assigned to all atypes.  If list, must give a cmap value or None for each atype.  Default value (None) will use 'hsv' cmap.  Note: atomcolor and atomcmap can be used together as long as exactly one color or cmap is given for each unique atype.\n",
    "- __atomsize__ (*float, optional*) The circle radius size to use for the plotted atom positions in units of length.  Default value is 0.5.\n",
    "- __figsize__ (*float or tuple, optional*) Specifies the size of the figure to create in inches.  If a single value is given, it will be used for the figure's width, and the height will be scaled based on the xlim and ylim values.  Alternatively, both the width and height can be set by passing a tuple of two values, but the plot will not be guaranteed to be \"regular\" with respect to length dimensions.\n",
    "            \n",
    "Returns\n",
    "\n",
    "- (*matplotlib.Figure*) The generated figure.  This is returned to allow users to further modify it after creation.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2.1. Common plotting variations\n",
    "\n",
    "Plot has a large number of parameters to allow for a wide range of variations and to give users the ability to tinker with the plots to make them look better if needed.\n",
    "\n",
    "As the differential displacement values are 3D vectors, the plots focus on showing one or two components\n",
    "\n",
    "- 'x', 'y', and 'z' are the components along the three Cartesian directions.\n",
    "- Any other Cartesian vector can be specified to see components along it.  It is especially useful to be able to plot the component parallel to the Burgers vector for mixed dislocations.\n",
    "- 'projection' plots the projection of the differential displacement vectors onto a plane perpendicular to the dislocation's line direction. Unlike the other options, the direction of the arrows correspond to the vector values rather than the positions of the two atoms for which the vector was computed for.  \n",
    "\n",
    "Values are typically normalized to be within a range of $\\pm$ ddmax by adding/subtracting 2\\*ddmax to values outside the range.  \n",
    "- ddmax = $\\frac{|b_i|}{2}$ is typically used for full compact dislocations. As a displacement of $b_i$ corresponds to a full lattice shift back to a perfect crystal, this choice ensures that only the region associated with the dislocation core will have large differential displacement values.\n",
    "- ddmax = $\\frac{|b_i|}{4}$ is typically used for fcc $\\frac{a}{2}$<$1\\bar{1}0$>{111} and hcp $\\frac{a}{3}$<$11\\bar{2}0$>{0001} dislocations. These dislocations tend to split into partials separated by a stacking fault width. This choice of ddmax means that the differential displacement parallel to the Burgers vector is near zero for the perfect crystal and the stacking fault, making it easy to see where the partial dislocation cores are located. \n",
    "\n",
    "Most of the other method parameters are associated with making the plots look good. The best suggestion is to create one plot, then tinker with the plotting parameters to improve how it looks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define common plotting parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "ddmax = np.linalg.norm(burgers) / 4   # a/2<110> fcc dislocations use |b|/4\n",
    "\n",
    "# Set dict of keyword parameter values (just to make settings same for all plots below)\n",
    "params = {}\n",
    "params['plotxaxis'] = 'y'\n",
    "params['plotyaxis'] = 'z'\n",
    "params['xlim'] = (-20, 20)\n",
    "params['ylim'] = (-5, 5)\n",
    "params['zlim'] = (-0.01, alat*6**0.5 / 2 + 0.01) # Should be one periodic width (plus a small cushion)\n",
    "params['figsize'] = 10         # Only one value as the other is chosen to make plots \"regular\"\n",
    "params['arrowwidth'] = 1/50    # Made bigger to make arrows easier to see\n",
    "params['arrowscale'] = 2.4     # Typically chosen to make arrows of length ddmax touch the corresponding atom circles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2.2. The Cartesian components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dd.plot('x', ddmax, **params)\n",
    "plt.title('x component')\n",
    "plt.show()\n",
    "\n",
    "dd.plot('y', ddmax, **params)\n",
    "plt.title('y component')\n",
    "plt.show()\n",
    "\n",
    "dd.plot('z', ddmax, **params)\n",
    "plt.title('z component')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same thing, but with all components subplots of the same figure.  Since the figure is defined outside the plot function the figure size will need to be manually changed to obtain an optimum appearance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x655.2 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 9.1))\n",
    "ax1, ax2, ax3 = fig.subplots(3, 1, sharex=True)\n",
    "ax1.set_title('x component')\n",
    "ax2.set_title('y component')\n",
    "ax3.set_title('z component')\n",
    "\n",
    "dd.plot('x', ddmax, matplotlib_axes=ax1, **params)\n",
    "dd.plot('y', ddmax, matplotlib_axes=ax2, **params)\n",
    "dd.plot('z', ddmax, matplotlib_axes=ax3, **params)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2.3. Parallel to Burgers (or any other Cartesian vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set ddmax to be 1/4 the magnitude of the Burgers vector (see above)\n",
    "ddmax = np.linalg.norm(burgers)/4\n",
    "\n",
    "dd.plot(burgers, ddmax, **params)\n",
    "plt.title('Parallel to Burgers')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2.4. Radial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set ddmax to be 1/4 the magnitude of the Burgers vector (see above)\n",
    "ddmax = np.linalg.norm(burgers)/4\n",
    "\n",
    "dd.plot('projection', ddmax, **params)\n",
    "plt.title('In-plane projection')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3. Raw differential displacement data\n",
    "\n",
    "The raw data used to generate the plots can also be retrieved as attributes of the DifferentialDisplacement objects.\n",
    "\n",
    "- __ddvectors__ are the computed differential displacement vectors for each pair of neighbor atoms. Note that these are the full raw values computed during the class initialization and therefore have not been normalized with ddmax.\n",
    "- __arrowcenters__ are the center positions for each of the differential displacement vector arrows. These points also correspond to the midpoints between the pair of neighbor atoms used to compute the differential displacement vector. \n",
    "- __arrowuvectors__ are the unit vectors indicating the direction of the differential displacement vector arrows used by all component options except for 'projection'. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(387340, 3)\n",
      "[[ 0.00030753  0.00574007  0.0056176 ]\n",
      " [ 0.00015473  0.00286493  0.00279437]\n",
      " [-0.0001565  -0.00285422 -0.00276553]\n",
      " ...\n",
      " [-0.00012418  0.00269864 -0.00278591]\n",
      " [-0.00012418  0.00269864 -0.00278591]\n",
      " [-0.00025094  0.00539228 -0.00554786]]\n"
     ]
    }
   ],
   "source": [
    "print(dd.ddvectors.shape)\n",
    "print(dd.ddvectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(387340, 3)\n",
      "[[   2.4866357  -112.592277   -109.13996141]\n",
      " [   1.24650369 -113.30966101 -109.14137303]\n",
      " [   3.72645929 -114.74441346 -109.14415298]\n",
      " ...\n",
      " [   5.38094613  108.99060147 -118.48030553]\n",
      " [   7.86105735  108.99060147 -118.48030553]\n",
      " [   6.62093836  109.70789473 -118.48168651]]\n"
     ]
    }
   ],
   "source": [
    "print(dd.arrowcenters.shape)\n",
    "print(dd.arrowcenters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(387340, 3)\n",
      "[[ 1.07171033e-04  9.99998078e-01  1.95767095e-03]\n",
      " [-8.65578157e-01  5.00772906e-01  9.75316053e-04]\n",
      " [ 8.65579630e-01 -5.00770378e-01 -9.65254013e-04]\n",
      " ...\n",
      " [-8.65627722e-01  5.00687230e-01 -9.72312841e-04]\n",
      " [ 8.65605989e-01  5.00724801e-01 -9.72385803e-04]\n",
      " [-8.74616512e-05  9.99998127e-01 -1.93360212e-03]]\n"
     ]
    }
   ],
   "source": [
    "print(dd.arrowuvectors.shape)\n",
    "print(dd.arrowuvectors)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
